google  patents

google advanced patents

updated June 30, 2023

 456  patents with my name in title

  


2008-2013 1

US20160364469A1 - System and method for ... - Google Patents

patents.google.com › patent

which claims benefit of priority from U.S. Provisional Patent Application Ser. No. ... [17] S. E. Fienberg, M. M. Meyer, and S. Wasserman. ... US8379967B1 2008-12-04 2013-02-19 Lockheed Martin Corporation Swarm control systems and methods ... Accelerated discrete distribution clustering under wasserstein distance.



2008-2013 2

US9984147B2 - System and method for ... - Google Patents

patents.google.com › patent

which claims benefit of priority from U.S. Provisional Patent Application Ser. No. ... [17] S. E. Fienberg, M. M. Meyer, and S. Wasserman. ... US8379967B1 2008-12-04 2013-02-19 Lockheed Martin Corporation Swarm control systems and methods ... Accelerated discrete distribution clustering under wasserstein distance.

2017? see 2 above

Patent US20170083608 - Accelerated discrete distribution  clustering under wasserstein distance - Google patents

Accelerated discrete distribution clustering under wasserstein distance. US 20170083608 A1. Abstract. Computationally efficient accelerated D2-clustering algorithms are disclosed for clustering discrete distributions under the Wasserstein distance with improved scalability. Three first-order methods include subgradient ...

Inventor Jianbo Ye  Jia Li  James Z. Wang

2018-07-03  Application granted

Abstract  Computationally efficient accelerated D2-clustering algorithms are disclosed for clustering discrete distributions under the Wasserstein distance with improved scalability. Three first-order methods include subgradient descent method with re-parametrization, alternating direction method of multipliers (ADMM), and a modified version of Bregman ADMM. The effects of the hyper-parameters on robustness, convergence, and speed of optimization are thoroughly examined. A parallel algorithm for the modified Bregman ADMM method is tested in a multi-core environment with adequate scaling efficiency subject to hundreds of CPUs, demonstrating the effectiveness of AD2-clustering.

   Accelerated discrete distribution clustering under wasserstein distance

J Ye, J Li, JZ Wang - US Patent 10,013,477, 2018 - Google Patents

Computationally efficient accelerated D2-clustering algorithms are disclosed for clustering discrete distributions under the Wasserstein distance with improved scalability. Three first-order methods include subgradient descent method with re-parametrization, alternating direction method of multipliers (ADMM), and a modified version of Bregman ADMM. The effects of the hyper-parameters on robustness, convergence, and speed of optimization are thoroughly examined. A parallel algorithm for the modified Bregman ADMM method is tested …

Cited by 4 Related articles 


<—2 patents in 2008  

 end 2008


start 2016

2 patents

2016-18 1

Accelerated discrete distribution clustering under wasserstein distance 

US US10013477B2 Jianbo Ye The Penn State Research Fondation 

Priority 2012-11-19 • Filed 2016-09-30 • Granted 2018-07-03 • Published 2018-07-03

Computationally efficient accelerated D2-clustering algorithms are disclosed for clustering discrete distributions under the Wasserstein distance with improved scalability. Three first-order methods include subgradient descent method with re-parametrization, alternating direction method of … \
US-2017083608-A1

 

2016-2019 2

… denoising model of confrontation network are generated based on Wasserstein 

CN CN110097512A 张意 四川大学 

Priority 2019-04-16 • Filed 2019-04-16 • Published 2019-08-06

4. the building of the three-dimensional MRI image denoising model of confrontation network is generated based on Wasserstein according to claim 3 Method, it is characterised in that the noise data of input coding device is successively handled by Three dimensional convolution, at normalization in … 


<— 2 in 2016

+ 4 till 2016

= 6

end 2016

start 2017  

12  patents


2017 2018 1
Deformable convolution kernel method based on WGAN (Wasserstein-Generative Adversarial Network) model

by XU JING; LI LIPING; LI LIJUN; More... 04/2018

The invention discloses a deformable convolution kernel method based on a WGAN (Wasserstein-Generative Adversarial Network) model, and belongs to the field of...

Patent:  

Defrmable convolution kernel method based on WGAN (Wasserstein-Generative 

CN Application CN107886162A 周智恒 华南理工大学

Priority 2017-11-14 • Filing 2017-11-14 • Publication 2018-04-06

The invention discloses a deformable convolution kernel method based on a WGAN (Wasserstein-Generative Adversarial Network) model, and belongs to the field of the deep learning neural network. The method comprises the following steps that: S1: constructing an original genera

A kind of deformable convolution kernel method based on WGAN models 

CN CN107886162A 周智恒 华南理工大学 

Priority 2017-11-14 • Filed 2017-11-14 • Published 2018-04-06

3. a kind of deformable convolution kernel method based on WGAN models according to claim 1, it is characterised in that described Step S5 detailed processes are as follows S51, the characteristics of image figure that will be obtained after deformable convolution, input in arbiter and are … 

2017 2

The Penn State Research Foundation Submits United States Patent Application for Accelerated Discrete Distribution Clustering Under Wasserstein Distance

Global IP News. Software Patent News, Mar 23, 2017

Newspaper Article: Citation Online

Accelerated Discrete Distribution Clustering under Wasserstein Distance  slides

O We have developed and compared three rst-order methods for optimizing the Wasserstein centroids in. D -clustering. We refer to the modi ed Bregman ADMM as the main algorithm. O The new methods, collectively called AD -clustering, improve scalability signi cantly. We have also developed a parallel algorithm for the ...

Deformable convolution kernel method based on WGAN (Wasserstein-Generative Adversarial...

by XU JINGLI LIPINGLI LIJUN ; More...

04/2018

The invention discloses a deformable convolution kernel method based on a WGAN (Wasserstein-Generative Adversarial Network) model, and belongs to the field of...

PatentAvailable Online


2017 3

A kind of deformable convolution kernel method based on WGAN models

CN CN107886162A 周智恒 华南理工大学

Priority 2017-11-14 • Filed 2017-11-14 • Published 2018-04-06

A kind of 1. deformable convolution kernel method based on WGAN models, it is characterised in that described deformable convolution kernel method bag Include the following steps S1, construction are originally generated confrontation network model, and generating image by maker inputs to arbiter …


2017 4

A kind of empty convolution method based on WGAN models

CN CN108021978A 周智恒 华南理工大学

Priority 2017-11-14 • Filed 2017-11-14 • Published 2018-05-11

1. a kind of empty convolution method based on WGAN models, it is characterised in that the empty convolution method includes following step Suddenly S1, construction are originally generated confrontation network model, and generating image by maker inputs to arbiter progress network training S2 …


2017-2018 5

A kind of pedestrian detection method based on WGAN models

CN CN108009568A 周智恒 华南理工大学

Priority 2017-11-14 • Filed 2017-11-14 • Published 2018-05-08

1. a kind of pedestrian detection method based on WGAN models, it is characterised in that the pedestrian detection method includes following step Suddenly S1, construction are originally generated confrontation network model, and generating image by maker inputs to arbiter progress network …


2017-2018 6

A kind of WGAN methods based on text generation

CN CN107590531A 周智恒 华南理工大学

Priority 2017-08-14 • Filed 2017-08-14 • Published 2018-01-16

A kind of 3. WGAN methods based on text generation according to claim 1, it is characterised in that described text data Collection is to belong to same type of content. A kind of 4. WGAN methods based on text generation according to claim 1, it is characterised in that described step S4 tools Body …


 2017 7
A kind of WGAN model methods based on depth convolutional neural networks

CN CN107563510A 周智恒 华南理工大学

Priority 2017-08-14 • Filed 2017-08-14 • Published 2018-01-09

A kind of 3. WGAN model methods based on depth convolutional neural networks according to claim 1, it is characterised in that institute The transposition depth convolutional network number of plies of maker and the depth convolutional neural networks number of plies of arbiter are identical in the …


2017 8

A kind of hyper parameter dynamic adjusting method based on WGAN

CN CN107590532A 周智恒 华南理工大学

Priority 2017-08-14 • Filed 2017-08-14 • Published 2018-01-16

A kind of 3. hyper parameter dynamic adjusting method based on WGAN according to claim 1, it is characterised in that described step Rapid S2 is specific as follows Get out image data set, random initializtion maker, arbiter convolutional neural networks in all parameter and weight, Hyper …


2017 9

A kind of WGAN methods based on text generation

CN CN107590531A 周智恒 华南理工大学

Priority 2017-08-14 • Filed 2017-08-14 • Published 2018-01-16

A kind of 3. WGAN methods based on text generation according to claim 1, it is characterised in that described text data Collection is to belong to same type of content. A kind of 4. WGAN methods based on text generation according to claim 1, it is characterised in that described step S4 tools Body …


2017 10

A kind of decomposition convolution method based on WGAN models

CN CN107943750A 周智恒 华南理工大学

Priority 2017-11-14 • Filed 2017-11-14 • Published 2018-04-20

1. a kind of decomposition convolution method based on WGAN models, it is characterised in that the decomposition convolution method includes following step Suddenly S1, construction are originally generated confrontation network model, and generating image by maker inputs to arbiter progress …


2017 11

A kind of empty convolution method based on WGAN models

CN CN108021978A 周智恒 华南理工大学

Priority 2017-11-14 • Filed 2017-11-14 • Published 2018-05-11

1. a kind of empty convolution method based on WGAN models, it is characterised in that the empty convolution method includes following step Suddenly S1, construction are originally generated confrontation network model, and generating image by maker inputs to arbiter progress network training


2017 12

A kind of pedestrian detection method based on WGAN model

CN CN108009568A 周智恒 华南理工大学

Priority 2017-11-14 • Filed 2017-11-14 • Published 2018-05-08

1. a kind of pedestrian detection method based on WGAN models, it is characterised in that the pedestrian detection method includes following step Suddenly S1, construction are originally generated confrontation network model, and generating image by maker inputs to arbiter progress network …

 

<— 4 till 2016

+ 12 in 2017

= 16 till 2017 

end 2017 e17


 

start 2018

28   patents



2018 1

Wasserstein GAN-based photovoltaic array fault diagnosis method  CN-109660206-B


2018

A kind of image search method merging Faster-RCNN and Wasserstein self-encoding encoder

CN CN109086437A 冯永 重庆大学 

Priority 2018-08-15 • Filed 2018-08-15 • Published 2018-12-25

2. the image search method of fusion Faster-RCNN and Wasserstein self-encoding encoder as described in claim 1, It is characterized in that, in the S1, builds Caffe deep learning frame. 3. the image search method of fusion Faster-RCNN and Wasserstein self-encoding encoder as described in claim 1, … 


2018-2019 2

A kind of diagnosing failure of photovoltaic array method based on Wasserstein … 

CN CN109660206A 林培杰 福州大学 

Priority 2018-12-20 • Filed 2018-12-20 • Published 2019-04-19

Step S2: the electric current of the step S1 photovoltaic power generation array obtained is plotted on same picture and is saved with voltage data For sample Step S3: a discriminator network D and a generator network G are designed by Wasserstein GAN Step S4: being divided into training set for … 


 2018-2020 3

Human face gender discrimination algorithm based on Wasserstein distance 

CN CN111046708A 徐江涛 天津大学青岛海洋技术研究院 

Priority 2018-10-15 • Filed 2018-10-15 • Published 2020-04-21

1. The human face gender discrimination algorithm based on the Wasserstein distance is characterized in that: the method comprises three steps, wherein the first step is to construct a comparison library, and select different genders to construct comparison libraries with different distributions; 


2018-2020 4

System and method for unsupervised domain adaptation via sliced-wasserstein … 

patent number 11,176,477 [Application Number 16/719,668] was granted by the patent office on 2021-11-16 for system and method for unsupervised domain adaptation via sliced-wasserstein distance. This pate

US US20200125982A1 Alexander J. Gabourie Hrl Laboratories, Llc 

Priority 2018-02-06 • Filed 2019-12-18 • Published 2020-04-23

The computer program product as set forth in claim 11 , wherein the one or more processors further perform an operation of using sliced-Wasserstein (SW) distance as a dissimilarity measure for determining dissimilarity between the first input data distribution and the second input data distribution. 


2018-2019 5

CN CN109389080A 白静 西安电子科技大学

Priority 2018-09-30 • Filed 2018-09-30 • Published 2019-02-26

本发明公开了一种基于半监督WGAN‑GP的高光谱图像分类方法,克服了现有技术在训练数据受限条件下难以提取到丰富的特征信息,无法充利用无标签样本对分类器进行训练,分类精度低的问题。本发明的具体步骤包括:(1)输入待分类的高光谱图像;(2)生成样本集;(3)构建半监督WGAN‑GP网络;(4)训练半监督WGAN‑GP网络;(5)对测试数据进行分类。本发明能通过半监督WGAN‑GP中的生成器接收噪声产生伪高光谱数据辅助判别器分类,可以充分利用有限样本提高分类精度,可用于在精细农业、低质调研等领域中对高光谱图像进行地物目标的分类。


2018-2019 6

Hyperspectral image classification method based on semi-supervised WGAN-GP

CN CN109389080A 白静 西安电子科技大学

Priority 2018-09-30 • Filed 2018-09-30 • Published 2019-02-26

Selected is had supervision batch and the semi-supervised WGAN-GP of noise inputs by (4d), marks training data to optimize the net using having Supervision loss function in network optimizes arbiter network weight (4e) optimizes the net by selected unsupervised batch and the semi-supervised WGAN- …



2018 7

A kind of image channel fusion method based on WGAN models

CN CN108399422A 周智恒 华南理工大学

Priority 2018-02-01 • Filed 2018-02-01 • Published 2018-08-14

1. a kind of image channel fusion method based on WGAN models, which is characterized in that the image channel fusion method packet Include following steps S1, construction are originally generated confrontation network model, generate image by generator and are input to arbiter progress network …


2018 8

Wasserstein generative adversarial network based ultra-parameter dynamic regulating method, involves calculating dynamic adjusting ultra-parameter value, and increasing adjusting ultra-parameter value when difference value is negative 

Patent Number: CN107590532-A CN107590532-B 

Patent Assignee: UNIV SOUTH CHINA TECHNOLOGY 

Inventor(s): ZHOU Z; LI L.


2018 22020 9

Image retrieval method fusing fast-RCNN and Wasserstein self-encoder

CN CN109086437B


2018 10

It is a kind of based on WGAN-GP model to the uneven classification method of …

CN CN109711452A 赵艺 四川新网银行股份有限公司

Priority 2018-12-20 • Filed 2018-12-20 • Published 2019-05-03

3. a kind of method for constructing WGAN-GP model according to claim 1 or 2, which is characterized in that the step S2 packet Include following steps: The dimensional characteristics of the few class data of S2.1, basis, construct WGAN-GP structure and hyper parameter simultaneously are arranged


2018 11

A kind of fuzzy detection seed set generation method and generator based on WGAN

CN CN108549597A 纪守领 浙江大学

Priority 2018-03-05 • Filed 2018-03-05 • Published 2018-09-18

1. a kind of fuzzy detection seed set generator based on WGAN models, which is characterized in that including Training set acquisition module, has the fuzzy detection tool based on mutation algorithm, the fuzzy detection tool is to common Input carries out random modification and obtains …


2018 12

It is predicted based on difference WGAN network safety situation

CN CN109120652A 王永 重庆邮电大学

Priority 2018-11-09 • Filed 2018-11-09 • Published 2019-01-01

The invention proposes a kind of network security situation prediction methods based on difference WGAN.The invention simulates the development process of situation using confrontation network (Generative adversarial network, GAN) is generated, and realizes Tendency Prediction from time dimension.


2018 13

Hyperspectral image classification method based on semi-supervised WGAN-GP

CN CN109389080A 白静 西安电子科技大学

Priority 2018-09-30 • Filed 2018-09-30 • Published 2019-02-26

Selected is had supervision batch and the semi-supervised WGAN-GP of noise inputs by (4d), marks training data to optimize the net using having Supervision loss function in network optimizes arbiter network weight (4e) optimizes the net by selected unsupervised batch and the semi-supervised WGAN- …


2018 14

A kind of image channel fusion method based on WGAN models

CN CN108399422A 周智恒 华南理工大学

Priority 2018-02-01 • Filed 2018-02-01 • Published 2018-08-14

1. a kind of image channel fusion method based on WGAN models, which is characterized in that the image channel fusion method packet Include following steps S1, construction are originally generated confrontation network model, generate image by generator and are input to arbiter progress network …


2018 15

Object Shape Regression Using Wasserstein Distance

EP US JP JP2020098587A ジン・サン パロ アルト リサーチ センター インコーポレイテッド

Priority 2018-12-17 • Filed 2019-11-25 • Published 2020-06-25

Optimizing the parameters of the shape regression model based on the Wasserstein distances calculated by the classifier module. The method of claim 2, wherein optimizing the shape regression model comprises updating parameters of the shape regression model such that the calculated Wasserstein


2018 16

… plane signal identification detection algorithm based on improvement AC-WGANs

CN CN108197581A 赵彩丹 厦门大学

Priority 2018-01-10 • Filed 2018-01-10 • Published 2018-06-22

4. as described in claim 1 a kind of based on the unmanned plane signal identification detection algorithm for improving AC-WGANs, feature exists InIn step S4, it is described improve AC-WGANs algorithms the specific steps are S41, according to the characteristics of the loss function of AC-WGANs


2018 17
A kind of feature recalibration convolution method based on WGAN model

CN CN109359667A 周智恒 华南理工大学

Priority 2018-09-07 • Filed 2018-09-07 • Published 2019-02-19

5. a kind of feature recalibration convolution method based on WGAN model according to claim 1, which is characterized in that described Loss function expression formula are as follows: Wherein, D (x) indicates differentiation of the arbiter to image, and pr indicates the distribution of data …


2018 18. patent. 2018-2020

Object shape regression using wasserstein distance

EP US JP EP3671555A1 Jin Sun Palo Alto Research Center Incorporated

Priority 2018-12-17 • Filed 2019-12-13 • Published 2020-06-24

optimizing parameters of the shape-regression model based on the Wasserstein distance computed by the discriminator module. The method of claim 2, wherein optimizing the shape-regression model comprises updating parameters of the shape-regression model in such a way that the computed Wasserstein …

2018 19. patent

A kind of eGaN HEMT bridge arm clutter reduction driving circuits and its …

CN CN108649777A 张英 南京航空航天大学

Priority 2018-04-12 • Filed 2018-04-12 • Published 2018-10-12

4. a kind of eGaN HEMT bridge arms clutter reduction driving circuit according to claim 1, it is characterised in thatDescribed One Low ESR bridge arm clutter reduction circuit and the second Low ESR bridge arm clutter reduction circuit structure are identical, include that third switchs The drain …


2018 20  patent

A kind of fuzzy detection seed set generation method and generator based on WGAN …

CN CN108549597A 纪守领 浙江大学

Priority 2018-03-05 • Filed 2018-03-05 • Published 2018-09-18

1. a kind of fuzzy detection seed set generator based on WGAN models, which is characterized in that including Training set acquisition module, has the fuzzy detection tool based on mutation algorithm, the fuzzy detection tool is to common Input carries out random modification and obtains …


2018 21. patent

A kind of image channel fusion method based on WGAN models

CN CN108399422A 周智恒 华南理工大学

Priority 2018-02-01 • Filed 2018-02-01 • Published 2018-08-14

1. a kind of image channel fusion method based on WGAN models, which is characterized in that the image channel fusion method packet Include following steps S1, construction are originally generated confrontation network model, generate image by generator and are input to arbiter progress network …


 
2018 22. patent

It is a kind of based on WGAN-GP model to the uneven classification method of 

CN CN109711452A 赵艺 四川新网银行股份有限公司

Priority 2018-12-20 • Filed 2018-12-20 • Published 2019-05-03

3. a kind of method for constructing WGAN-GP model according to claim 1 or 2, which is characterized in that the step S2 packet Include following steps: The dimensional characteristics of the few class data of S2.1, basis, construct WGAN-GP structure and hyper parameter simultaneously are arranged


2018 23. patent

It is predicted based on difference WGAN network safety situation

CN CN109120652A 王永 重庆邮电大学

Priority 2018-11-09 • Filed 2018-11-09 • Published 2019-01-01

The invention proposes a kind of network security situation prediction methods based on difference WGAN.The invention simulates the development process of situation using confrontation network (Generative adversarial network, GAN) is generated, and realizes Tendency Prediction from time dimension.


2018 24. patent

Hyperspectral image classification method based on semi-supervised WGAN-GP

CN CN109389080A 白静 西安电子科技大学

Priority 2018-09-30 • Filed 2018-09-30 • Published 2019-02-26

Selected is had supervision batch and the semi-supervised WGAN-GP of noise inputs by (4d), marks training data to optimize the net using having Supervision loss function in network optimizes arbiter network weight (4e) optimizes the net by selected unsupervised batch and the semi-supervised WGAN- …


2018 25. patent

A kind of feature recalibration convolution method based on WGAN model

CN CN109359667A 周智恒 华南理工大学

Priority 2018-09-07 • Filed 2018-09-07 • Published 2019-02-19

5. a kind of feature recalibration convolution method based on WGAN model according to claim 1, which is characterized in that described Loss function expression formula are as follows: Wherein, D (x) indicates differentiation of the arbiter to image, and pr indicates the distribution of data …

 

2018 26. patent

A kind of diagnosing failure of photovoltaic array method based on Wasserstein …

CN CN109660206A 林培杰 福州大学

Priority 2018-12-20 • Filed 2018-12-20 • Published 2019-04-19

Step S2: the electric current of the step S1 photovoltaic power generation array obtained is plotted on same picture and is saved with voltage data For sample Step S3: a discriminator network D and a generator network G are designed by Wasserstein GAN Step S4: being divided into training set for …


2018 27  patent

Human face gender discrimination algorithm based on Wasserstein distance

CN CN111046708A 徐江涛 天津大学青岛海洋技术研究院

Priority 2018-10-15 • Filed 2018-10-15 • Published 2020-04-21

1. The human face gender discrimination algorithm based on the Wasserstein distance is characterized in that: the method comprises three steps, wherein the first step is to construct a comparison library, and select different genders to construct comparison libraries with different distributions;


2018 28. patent

Image retrieval method fusing fast-RCNN and Wasserstein self-encoder

CN CN10908643

 



<— 16 till 2017 

+ 28 in 2018    

= 44  till 2018

end 2018. e18

 

 

start 2019

58   patents


2019 1

Convolutional neural networks based on Wasserstein distance fight transfer … 

CN CN110414383A 袁烨 华中科技大学 

Priority 2019-07-11 • Filed 2019-07-11 • Published 2019-11-05

To maximize described in the distance of the Wasserstein between the source domain feature set and the target signature collection and minimum The judgement loss of Wasserstein distance, the judgement penalty values of the source domain breakdown judge collection and target faults judgement … 

 

2019 2

Data correlation method in pedestrian tracking based on Wasserstein measurement 

CN CN110110670A 郭春生 杭州电子科技大学 

Priority 2019-05-09 • Filed 2019-05-09 • Published 2019-08-09

It is a kind of based on Wasserstein measurement pedestrian tracking in data correlation method, it include: the external appearance characteristic for obtaining pedestrian, the external appearance characteristic extracted is input to a feature extraction network, the external appearance … 



2019-2020 3

Clean energy power supply planning method based on Wasserstein distance and … 

CN CN110797919A 汪荣华 国网四川省电力公司经济技术研究院 

Priority 2019-12-05 • Filed 2019-12-05 • Published 2020-02-14

5. The method for clean energy power planning based on Wasserstein distance and distribution robust optimization according to claim 2, characterized in that the method uses Wasserstein distance to describe the difference between the empirical distribution and the true distribution obtained from a … 


2019 4

Finger vein identification method based on deep learning and Wasserstein … 

CN CN110555382A 张娜 浙江理工大学 

Priority 2019-07-31 • Filed 2019-07-31 • Published 2019-12-10

S52, in the identification stage, extracting feature codes G w (x) 'of the finger vein image through steps S1, S2, S3 and S4, matching the feature codes G w (x) } registered in a database one by one, calculating the Wasserstein distance between G w (x)' and G w (x), and solving the Wasserstein 


2019-2020 5

Object Shape Regression Using Wasserstein Distance 

JP2020098587A ジン・サン パロ アルト リサーチ センター インコーポレイテッド 

Priority 2018-12-17 • Filed 2019-11-25 • Published 2020-06-25

Optimizing parameters of the shape regression model based on the Wasserstein distances calculated by the discriminator module. The apparatus of claim 9, wherein optimizing the shape regression model comprises updating parameters of the shape regression model such that the calculated Wasserstein 


2019-2020 6

Object shape regression using wasserstein distance 

EP US EP3671555A1 Jin Sun Palo Alto Research Center Incorporated 

Priority 2018-12-17 • Filed 2019-12-13 • Published 2020-06-24

optimizing parameters of the shape-regression model based on the Wasserstein distance computed by the discriminator module. The method of claim 2, wherein optimizing the shape-regression model comprises updating parameters of the shape-regression model in such a way that the computed Wasserstein 

 


2019-2020 7

Depth self-coding embedded clustering method based on Sliced-Wasserstein … 

CN CN111178427A 郭春生 杭州电子科技大学 

Priority 2019-12-27 • Filed 2019-12-27 • Published 2020-05-19

The invention discloses a depth self-coding embedded clustering method based on Sliced-Wasserstein distance, which comprises the following steps: s11, constructing a self-coding network module based on a Sliced-Walserstein distance; s12, constructing a clustering module; s13, combining the built … 


2019 8

Finger vein identification method based on deep learning and Wasserstein …

CN CN110555382A 张娜 浙江理工大学

Priority 2019-07-31 • Filed 2019-07-31 • Published 2019-12-10

S52, in the identification stage, extracting feature codes G w (x) 'of the finger vein image through steps S1, S2, S3 and S4, matching the feature codes G w (x) } registered in a database one by one, calculating the Wasserstein distance between G w (x)' and G w (x), and solving the Wasserstein …


2019 9

Wasserstein distance-based fault diagnosis method for deep countermeasure … 

CN CN110907176A 徐娟 合肥工业大学 

Priority 2019-09-30 • Filed 2019-09-30 • Published 2020-03-24

1. A fault diagnosis method of a deep countermeasure migration network based on Wasserstein distance is characterized by comprising the following steps: s1, respectively obtaining source domains D s And a target domain D t The data set of (a); wherein D represents a domain; superscript s denotes … 


2019 10

Wasserstein distance based convolution neural network anti-transfer learning method, involves completing countermeasure migration learning of convolution neural network according to convergence criterion 

Patent Number: CN110414383-A 

Patent Assignee: UNIV HUAZHONG SCI & TECHNOLOGY 

Inventor(s): YUAN Y; ZHOU B; CHENG C; et al.

Patent Number

Publ. Date

Main IPC

Week

Page Count

Language

CN110414383-A 

05 Nov 2019

G06K-009/00

201989 

Pages: 17 

Chinese 


2019-2020 11

… typical scene generation method based on BIRCH clustering and Wasserstein … 

CN CN110929399A 汤向华 国网江苏省电力有限公司南通供电分公司 

Priority 2019-11-21 • Filed 2019-11-21 • Published 2020-03-27

2. The method for generating a typical wind power output scene based on BIRCH clustering and Wasserstein distance as claimed in claim 1, wherein: the specific steps of the BIRCH clustering are as follows: a) setting threshold parameters B, L and T, and inputting wind power scene number S; b) number …

2019 12

Deep learning and Wasserstein distance metric based finger vein identification method, involves performing encoding operation on images, and utilizing similarity of Wasserstein distance metric as result of search identification    

 Patent Number: CN110555382-A 

Patent Assignee: UNIV ZHEJIANG SCI-TECH 

Inventor(s): ZHANG N; TU X; BAO X; et al.


2019 13

Generated confrontation network based mushroom phenotype image generation method, involves obtaining Wasserstein distance similarity measurement index for establishing high-quality mushroom surface type image generating model  2019

Patent Number: CN110197514-A 

Patent Assignee: UNIV NANJING AGRIC 

Inventor(s): YUAN P; WU M; XU H; et al.


2019 14

Open Access 

Convolutional neural network adversarial transfer learning method based on Waserstein distance and application thereof 

by LI XINGYI; MA GUIJUN; CHENG CHENG; More... 

11/2019

The invention relates to a convolutional neural network adversarial transfer learning method based on Waserstein distance and application thereof and the...

Patent: Citation Online 


2019 15

Open Access 

种基于Wasserstein GAN的光伏阵列故障诊断方法 

04/2019

本发明涉及种基于Wasserstein GAN的光伏阵列故障诊断方法,首先对光伏阵列电流、电压时序数据进行采集;接着将获取的光伏阵列时序电流与时序电压数据绘制为曲线图形并保存为样本;然后设计Wasserstein GAN网络中的鉴别器D与生成器G;然后训练Wasserstein...

Patent:  Citation Online 

Photovoltaic array fault diagnosis method based on Wasserstein GAN

[Chinese  Fault Diagnosis Method for Photovoltaic Array Based on Wasserstein GAN]

 

2019 16

Open Access 

基于Wasserstein生成对抗网络的三维MRI图像去噪模型的构建方法及应用 

08/2019

Patent:  Citation Online  

Construction method and application of three-dimensional MRI image denoising model based on Wasserstein generative adversarial network   

[Chinese  Construction method and application of 3D MRI image denoising model based on Wasserstein generative adversarial network]


2019 17

Improved image enhancement method and device based on WGA-GP and U-net, and storage medium 

by WANG HONGLING; TANG JIE; LI QINGYU 

11/2019

The invention discloses an improved image enhancement method and an improved image enhancement device based on WGAN-GP and U-net, and a storage medium. The...

Patent:   Citation Online 

details


2019 18

一种基于WGAN-GP和过采样的不平衡学习方法 - 中南大学教师 ...

faculty.csu.edu.cn › dengxiaoheng › zlcg › content

Translate this page

An imbalanced learning method based on WGAN-GP and oversampling. Click. Application no ... Patent Inventor:邓晓衡、黄戎、沈海澜. Open date2019-05-28.

一种基于WGAN-GP和过采样的不平衡学习方法 

05/2019

本发明公开了一种基于WGAN-GP和过采样的不平衡学习方法,包括:生成器网络,由三层全连接网络组成并且每一层的输出都应用了Batch...

Patent: Citation Online 


2019 19

Generated confrontation network based mushroom phenotype image generation method, involves obtaining Wasserstein distance similarity measurement index for establishing high-quality mushroom surface type image generating model  2019

Patent Number: CN110197514-A 

Patent Assignee: UNIV NANJING AGRIC 

Inventor(s): YUAN P; WU M; XU H; et al.

New Programming Study Findings Have Been Reported from Virginia Polytechnic Institute and State University (On distributionally robust chance constrained programs with Wasserstein... 

Mathematics Week, 12/2019

NewsletterFull Text Online 


2019 20

Wasserstein distance based convolution neural network anti-transfer learning method, involves completing countermeasure migration learning of convolution neural network according to convergence criterion 

Patent Number: CN110414383-A 

Patent Assignee: UNIV HUAZHONG SCI & TECHNOLOGY 

Inventor(s): YUAN Y; ZHOU B; CHENG C; et al.

Patent Number

Publ. Date

Main IPC

Week

Page Count

Language

CN110414383-A 

05 Nov 2019

G06K-009/00

201989 

Pages: 17 

Chinese 


2019 21

Open Access 

Convolutional neural network adversarial transfer learning method based on Waserstein distance and application thereof 

by LI XINGYI; MA GUIJUN; CHENG CHENG; More... 

11/2019

The invention relates to a convolutional neural network adversarial transfer learning method based on Waserstein distance and application thereof and the...

Patent: Citation Online 


2019 22

Open Access 

基于Wasserstein生成对抗网络的三维MRI图像去噪模型的构建方法及应用 

08/2019

Patent:  Citation Online  

Construction method and application of three-dimensional MRI image denoising model based on Wasserstein generative adversarial network   

[Chinese  Construction method and application of 3D MRI image denoising model based on Wasserstein generative adversarial network]


2019 23

一种基于WGAN-GP和过采样的不平衡学习方法 - 中南大学教师 ...

faculty.csu.edu.cn › dengxiaoheng › zlcg › content

Translate this page

An imbalanced learning method based on WGAN-GP and oversampling. Click. Application no ... Patent Inventor:邓晓衡、黄戎、沈海澜. Open date2019-05-28.

一种基于WGAN-GP和过采样的不平衡学习方法 

05/2019

本发明公开了一种基于WGAN-GP和过采样的不平衡学习方法,包括:生成器网络,由三层全连接网络组成并且每


2019 24

一种基于WGAN-GP和过采样的不平衡学习方法 - 中南大学教师 ...

faculty.csu.edu.cn › dengxiaoheng › zlcg › content

Translate this page

An imbalanced learning method based on WGAN-GP and oversampling. Click. Application no ... Patent Inventor:邓晓衡、黄戎、沈海澜. Open date2019-05-28.

一种基于WGAN-GP和过采样的不平衡学习方法 

05/2019

本发明公开了一种基于WGAN-GP和过采样的不平衡学习方法,包括:生成器网络,由三层全连接网络组成并且每一层的输出都应用了Batch...

Patent: Citation Online 


2019 25

Open Access 

基于半监督WGAN-GP的高光谱图像分类方法 

02/2019

PatentCitation Online 

[Chinese  Hyperspectral image classification method based on semi-supervised WGAN-GP]

基于半监督wgan-gp的高光谱图像分类方法


2019 26

Open Access 

基于半监督WGAN-GP的高光谱图像分类方法 

02/2019

PatentCitation Online 

[Chinese  Hyperspectral image classification method based on semi-supervised WGAN-GP]


2019 27

Open Access 

A feature recalibration convolution method based on WGAN model 

by LI LIJUN; ZHOU ZHIHENG 

02/2019

The invention discloses a feature recalibration convolution method based on a WGAN model, and belongsto the field of depth learning neural network. The method...

PatentCitation Online 

Univ South China Tech Submits Patent Application for a Feature Recalibration Convolution Method Based on WGAN Model 

Global IP News: Broadband and Wireless Network Patent News, Aug 31, 2020

Newspaper ArticleCitation Online 

Univ South China Tech Submits Patent Application for a Feature Recalibration Convolution Method Based on WGAN Model 


2019 28

Open Access 

A feature recalibration convolution method based on WGAN model 

by LI LIJUN; ZHOU ZHIHENG 

02/2019

The invention discloses a feature recalibration convolution method based on a WGAN model, and belongsto the field of depth learning neural network. The method...

PatentCitation Online 

Univ South China Tech Submits Patent Application for a Feature Recalibration Convolution Method Based on WGAN Model 

Global IP News: Broadband and Wireless Network Patent News, Aug 31, 2020

Newspaper ArticleCitation Online 

Univ South China Tech Submits Patent Application for a Feature Recalibration Convolution Method Based on WGAN Model 

Global IP News. Broadband and Wireless Network News, Aug 31, 2020

Newspaper ArticleFull Text Online

2019 29

Open Access 

A feature recalibration convolution method based on WGAN model 

by LI LIJUN; ZHOU ZHIHENG 

02/2019

The invention discloses a feature recalibration convolution method based on a WGAN model, and belongsto the field of depth learning neural network. The method...

PatentCitation Online 

Univ South China Tech Submits Patent Application for a Feature Recalibration Convolution Method Based on WGAN Model 

Global IP News: Broadband and Wireless Network Patent News, Aug 31, 2020

Newspaper ArticleCitation Online 

Univ South China Tech Submits Patent Application for a Feature Recalibration Convolution Method Based on WGAN Model 

Global IP News. Broadband and Wireless Network News, Aug 31, 2020

Newspaper ArticleFull Text Online

2019 30

Open Access 

Differential WGAN based network security situation prediction method 

by ZHU JIANG; WANG TINGTING; WANG YONG 

01/2019

The invention provides a differential WGAN based network security situation prediction method. The GAN (Generative adversarial network) is used to simulate the...

PatentCitation Online 

Univ Chongqing Posts & Telecom Files Chinese Patent Application for Differential Wgan Based Network Security Situation Prediction Method 

Global IP News. Security & Protection Patent News, Oct 14, 2019

Newspaper ArticleFull Text Online 

Univ Chongqing Posts & Telecom Files Chinese Patent Application for Differential Wgan Based Network Security Situation Prediction Method 

Global IP News: Security & Protection Patent News, Oct 14, 2019

Newspaper ArticleCitation Online 



2019-2020 31

… consumption prediction method and monitoring prediction system based on WGAN …

CN CN111178626A 傅启明 苏州科技大学

Priority 2019-12-30 • Filed 2019-12-30 • Published 2020-05-19

8. the WGAN algorithm-based building energy consumption prediction method according to claim 1, wherein after completing one GAN prediction model training in step S400, the reinforcement learning algorithm is used to optimize the hyperparameters in GAN, LSTM, and CNN, find and update the optimal …


 2019 32

A kind of fuzzy detection seed set generation method and generator based on WGAN …

CN CN108549597A 纪守领 浙江大学

Priority 2018-03-05 • Filed 2018-03-05 • Published 2018-09-18

The invention discloses a kind of fuzzy detection seed set generator based on WGAN models, includingTraining set acquisition module, has the fuzzy detection tool based on mutation algorithm, using common input as the identical program of Seed inspection multiple input format, it may be found that …

2019 33

Fuzzy detection seed set generator based on wasserstein gallium nitride (WGAN) model, has WGAN module converts training set into real data set, trains WGAN model to convergence, and generates fuzzy detection seed set in form of matrix 

Patent Number: CN108549597-A 

Patent Assignee: UNIV ZHEJIANG 

Inventor(s): JI S; LV C; CHEN J; et al.


2019  34

Data association method in pedestrian tracking based on Wasserstein measurement

CN CN110110670B 郭春生 杭州电子科技大学

Priority 2019-05-09 • Filed 2019-05-09 • Granted 2022-03-25 • Published 2022-03-25

5. The data association method in pedestrian tracking based on Wasserstein measurement as claimed in claim 1, wherein said second step is specifically: the method comprises the steps that seven video clips on a train sequence of an MOT16 data set are used for making data sets, and the made training …



2019 35

Methods and devices performing adaptive quadratic Wasserstein full-waveform …

US BR GB GB2584196A Wang Diancheng Cgg Services Sas

Priority 2019-03-26 • Filed 2020-03-13 • Published 2020-11-25

8. A seismic data processing apparatus (800) configured to perform seismic exploration of an underground structure using a Wasserstein metric-based full-wave inversion, FWI, the apparatus comprising: an interface (810) configured to obtain seismic data acquired over the explored underground …


20192020 36 

Wasserstein barycenter model ensembling

US US20200342361A1 Youssef Mroueh International Business Machines Corporation

Priority 2019-04-29 • Filed 2019-04-29 • Published 2020-10-29

10 . The system according to claim 9 , further comprising inputting side information into the barycenter, wherein the barycenter comprises a Wasserstein barycenter with a Wasserstein distance metric. 11 . The system according to claim 9 , further comprising a plurality of the barycenters to determine …



2019 37

… and embedded clustering based on depth self-coding of Sliced-Wasserstein


CN CN111178427B 郭春生 杭州电子科技大学

Priority 2019-12-27 • Filed 2019-12-27 • Granted 2022-07-26 • Published 2022-07-26

2. The method for image dimensionality reduction and embedded clustering based on depth self-coding of Sliced-Wasserstein distance according to claim 1, wherein in step S4, the cluster center of the self-coding embedded clustering network after initialization construction is initialized by an …


 2019 38

… for high-dimension unsupervised anomaly detection using kernalized wasserstein 

KR KR102202842B1 백명희조 서울대학교산학협력단

Priority 2019-08-13 • Filed 2019-08-13 • Granted 2021-01-14 • Published 2021-01-14

The present invention relates to a learning method and a learning apparatus for high-dimension unsupervised abnormality detection using a kernalized Wasserstein autoencoder to decrease excessive computations of a Christoffel function, and a test method and a test apparatus using the same.


  



2019 39

A kind of uneven learning method based on WGAN-GP and over-sampling

CN CN109816044A 邓晓衡 中南大学

Priority 2019-02-11 • Filed 2019-02-11 • Published 2019-05-28

3. a kind of uneven learning method based on WGAN-GP and over-sampling as claimed in claim 2, which is characterized in that sentence The loss function of other device, as follows: Wherein, D (), G () respectively indicate the function expression of arbiter and Maker model, P r Indicate the number of …


2019 40

Sketch based on WGAN-GP and U-NET-photo method for transformation

CN CN110175567A 王世刚 吉林大学

Priority 2019-05-28 • Filed 2019-05-28 • Published 2019-08-27

1. a kind of sketch based on WGAN-GP and U-NET -- photo method for transformation, it is characterised in that include the following steps: 1.1 obtain human face sketch -- picture data library: FERET, CUHK, IIIT-D 1.2 by sketch -- photo keeps the distribution proportion of its face of …


2019 41

New energy capacity configuration method based on WGAN scene simulation and …

CN CN112994115A 马燕峰 华北电力大学(保定)

Priority 2019-12-18 • Filed 2019-12-18 • Published 2021-06-18

1. A new energy capacity configuration method based on Wasserstein generation countermeasure network (WGAN) scene simulation and time sequence production simulation is characterized by mainly comprising the following specific steps: step 1, simulating a large number of wind and light resource …


2019 41

Method, device and storage medium for improving image enhancement based on WGAN

CN CN110493242B 王红玲 上海网达软件股份有限公司

Priority 2019-08-27 • Filed 2019-08-27 • Granted 2022-02-11 • Published 2022-02-11

1. A method for improved image enhancement based on WGAN-GP and U-net, comprising the steps of: the first step is as follows: de-encapsulating the input video stream or file to obtain a first video code stream and a first audio code stream; the second step is as follows: decoding the first video …


2019 42. patent

Depth self-coding embedded clustering method based on Sliced-Wasserstein …

CN CN111178427A 郭春生 杭州电子科技大学

Priority 2019-12-27 • Filed 2019-12-27 • Published 2020-05-19

The invention discloses a depth self-coding embedded clustering method based on Sliced-Wasserstein distance, which comprises the following steps: s11, constructing a self-coding network module based on a Sliced-Walserstein distance; s12, constructing a clustering module; s13, combining the built …


2019 43. patent

System and method for unsupervised domain adaptation via sliced-wasserstein …

US US20200125982A1 Alexander J. Gabourie Hrl Laboratories, Llc

Priority 2018-02-06 • Filed 2019-12-18 • Published 2020-04-23

The computer program product as set forth in claim 11 , wherein the one or more processors further perform an operation of using sliced-Wasserstein (SW) distance as a dissimilarity measure for determining dissimilarity between the first input data distribution and the second input data distribution.


2019 44 patent

System and method for unsupervised domain adaptation via sliced-wasserstein …

WO EP CN WO2020159638A1 Alexander J. GABOURIE Hrl Laboratories, Llc

Priority 2019-01-30 • Filed 2019-12-18 • Published 2020-08-06

12. The computer program product as set forth in Claim 11, wherein the one or more processors further perform an operation of using sliced-Wasserstein (SW) distance as a dissimilarity measure for determining dissimilarity between the first input data distribution and the second input data …


2019 45  patent

Clean energy power supply planning method based on Wasserstein distance and …

CN CN110797919B 汪荣华 国网四川省电力公司经济技术研究院

Priority 2019-12-05 • Filed 2019-12-05 • Granted 2020-09-01 • Published 2020-09-01

The invention discloses a clean energy power supply planning method based on Wasserstein distance and distribution robust optimization, which relates to the technical field of power system planning, and comprises the following steps: s1: constructing a wind-solar output uncertainty set based on …


2019 46 patent

… typical scene generation method based on BIRCH clustering and Wasserstein …

CN CN110929399A 汤向华 国网江苏省电力有限公司南通供电分公司

Priority 2019-11-21 • Filed 2019-11-21 • Published 2020-03-27

2. The method for generating a typical wind power output scene based on BIRCH clustering and Wasserstein distance as claimed in claim 1, wherein: the specific steps of the BIRCH clustering are as follows: a) setting threshold parameters B, L and T, and inputting wind power scene number S; b) number …


2019 47 atent

Wasserstein distance-based fault diagnosis method for deep countermeasure …

CN CN110907176A 徐娟 合肥工业大学

Priority 2019-09-30 • Filed 2019-09-30 • Published 2020-03-24

2. The method for fault diagnosis of the deep immunity migration network based on Wasserstein distance as claimed in claim 1, wherein in step S3, the objective function of the fault diagnosis model is determined, which includes the following specific steps: s301, extracting the source domain D from …



2019 48  patent

… for high-dimension unsupervised anomaly detection using kernalized wasserstein …

KR KR102202842B1 백명희조 서울대학교산학협력단

Priority 2019-08-13 • Filed 2019-08-13 • Granted 2021-01-14 • Published 2021-01-14

The present invention relates to a learning method and a learning apparatus for high-dimension unsupervised abnormality detection using a kernalized Wasserstein autoencoder to decrease excessive computations of a Christoffel function, and a test method and a test apparatus using the same.


2019  49 patent

Finger vein identification method based on deep learning and Wasserstein …

CN CN110555382A 张娜 浙江理工大学

Priority 2019-07-31 • Filed 2019-07-31 • Published 2019-12-10

6. the finger vein recognition method based on deep learning and Wasserstein distance measurement in claim 1, wherein: the step S5 includes: S51, in the registration stage, acquiring a finger vein image through the step S1, further extracting a feature code G w (x) of the image through the steps S2 …


2019 50  patent

Convolutional neural networks based on Wasserstein distance fight transfer …

CN CN110414383A 袁烨 华中科技大学

Priority 2019-07-11 • Filed 2019-07-11 • Published 2019-11-05

In the step 3.2, the Wasserstein distance is the real number average value and target reality of the source domain set of real numbers The difference of the real number average value of manifold. 5. a kind of convolutional neural networks based on Wasserstein distance according to claim 2 fight …


2019 51. patent

Data association method in pedestrian tracking based on Wasserstein measurement

CN CN110110670B 郭春生 杭州电子科技大学

Priority 2019-05-09 • Filed 2019-05-09 • Granted 2022-03-25 • Published 2022-03-25

5. The data association method in pedestrian tracking based on Wasserstein measurement as claimed in claim 1, wherein said second step is specifically: the method comprises the steps that seven video clips on a train sequence of an MOT16 data set are used for making data sets, and the made training …


2019-2020 52. patent

Wasserstein barycenter model ensembling

US US20200342361A1 Youssef Mroueh International Business Machines Corporation

Priority 2019-04-29 • Filed 2019-04-29 • Published 2020-10-29

, wherein the side information includes class relationships represented by a graph or via an embedding space. 13 . The system according to claim 9 , wherein the optimal transport metric includes a Wasserstein distance. 14 . The system according to claim 11 , wherein the barycenter takes into account the …


019 53. patent

… denoising model of confrontation network are generated based on Wasserstein

CN CN110097512A 张意 四川大学

Priority 2019-04-16 • Filed 2019-04-16 • Published 2019-08-06

The invention discloses a kind of construction method of three-dimensional MRI image denoising model that confrontation network is generated based on Wasserstein and applications, the present invention generates confrontation network as basic model using Wasserstein and handles MRI noise image, it …


019 54. patent

Sketch based on WGAN-GP and U-NET-photo method for transformation

CN CN110175567A 王世刚 吉林大学

Priority 2019-05-28 • Filed 2019-05-28 • Published 2019-08-27

1. a kind of sketch based on WGAN-GP and U-NET -- photo method for transformation, it is characterised in that include the following steps: 1.1 obtain human face sketch -- picture data library: FERET, CUHK, IIIT-D 1.2 by sketch -- photo keeps the distribution proportion of its face of …


019 55. patent

A kind of horizontal proliferation eGaN HEMT device of integrated backward …

CN CN110212028A 张士英 张士英

Priority 2019-05-22 • Filed 2019-05-22 • Published 2019-09-06

6. the horizontal proliferation eGaN HEMT of a kind of integrated backward dioded according to claim 1 and embedded drain electrode field plate Device, which is characterized in that MIS Schottky diode extended segment (104) and MIS Schottky diode insulating layer (105) are adopted MIS Schottky …


019 56. patent

A kind of eGaN HEMT hybrid solenoid valve circuit and control method

CN CN110224579A 彭子和 南京航空航天大学

Priority 2019-05-16 • Filed 2019-05-16 • Published 2019-09-10

4. the method for controlling eGaN HEMT hybrid solenoid valve circuit as claimed in claim 2, it is characterised in that: keep driving electricity Potential source U dri In running order, DC current source I is opened in starting before eGaN HEMT is opened on_bias , enter in eGaN HEMT It is closed when …


019 57. patent

A kind of uneven learning method based on WGAN-GP and over-sampling

CN CN109816044A 邓晓衡 中南大学

Priority 2019-02-11 • Filed 2019-02-11 • Published 2019-05-28

3. a kind of uneven learning method based on WGAN-GP and over-sampling as claimed in claim 2, which is characterized in that sentence The loss function of other device, as follows: Wherein, D (), G () respectively indicate the function expression of arbiter and Maker model, P r Indicate the number of …


2019 58. 2019-2023

Methods and devices performing adaptive quadratic Wasserstein full-waveform …

US BR GB MX GB2584196B Wang Diancheng Cgg Services Sas

Priority 2019-03-26 • Filed 2020-03-13 • Granted 2023-01-18 • Published 2023-01-18

 

 



<— 44 till 2018

   + 58 in 2019   

   = 102 till 2019

end 2019. e19

 

start 2020

95  patents


2020 1 2018-202Palo Alto Research Center Submits United States Patent Application for Object Shape Regression Using Wasser... 

Global IP News. Information Technology Patent News, Jun 18, 2020

Newspaper ArticleFull Text Online
Palo Alto Research Center Incorporated; "Object Shape Regression Using Wasserstein Distance" in Patent... 

Journal of engineering (Atlanta, Ga.), Jul 6, 2020, 5046   patent

Newspaper ArticleFull Text Online 

[PDF] googleapis.com

Object shape regression using wasserstein distance

J Sun, SKP Kumar, R Bala - US Patent App. 16/222,062, 2020 - Google Patents

One embodiment can provide a system for detecting outlines of objects in images. During 

operation, the system receives an image that includes at least one object, generates a 

random noise signal, and provides the received image and the random noise signal to a …

All 2 versions\


2020 2

HRL Laboratories Applies for Patent on System and Method for Unsupervised Domain Adaptation Via Sliced-Wasserstein Distance

System and method for unsupervised domain adaptation via sliced-wasserstein distance

AJ Gabourie, M Rostami, S Kolouri… - US Patent App. 16 …, 2020 - freepatentsonline.com

Described is a system for unsupervised domain adaptation in an autonomous learning 

agent. The system adapts a learned model with a set of unlabeled data from a target 

domain, resulting in an adapted model. The learned model was previously trained to …

Cited by 2 Related articles


2020 3

Researchers Submit Patent Application, "System And Method For Unsupervised Domain Adaptation Via Sliced-Wasserstein... 

Information Technology Newsweekly, 05/2020

NewsletterFull Text Online


2020 4

[PDF] arxiv.org

Adapted wasserstein distances and stability in mathematical finance

BV Julio, D Bartl, B Mathias, E Manu - Finance and Stochastics, 2020 - Springer

Assume that an agent models a financial asset through a measure Q with the goal to 

price/hedge some derivative or optimise some expected utility. Even if the model Q is 

chosen in the most skilful and sophisticated way, the agent is left with the possibility that Q 

does not provide an exact description of reality. This leads us to the following question: will 

the hedge still be somewhat meaningful for models in the proximity of Q? If we measure 

proximity with the usual Wasserstein distance (say), the answer is No. Models which are …

Cited by 6 Related articles All 11 versions

Finance - Finance and Stochastics; Study Results from University of Vienna Update Understanding of Finance and Stochastics (Adapted Wasserstein... 

Journal of mathematics (Atlanta, Ga.), Jun 30, 2020, 949

Newspaper ArticleFull Text Online 

Global IP News. Information Technology Patent News, Apr 23, 2020  pate\

Newspaper ArticleFull Text Online 


2020 5

Wasserstein distance based rapid image enhancing method, involves inputting constructed data set into deep learning model, and inputting to-be-processed motion blur image into deep learning model to obtain clear and full-color image 

Patent Number: CN111476721-A 

Patent Assignee: UNIV CHONGQING POSTS & TELECOM 

Inventor(s): FENG J; QI S; WU S.


 2020 6

[PDF] googleapis.com

Wasserstein barycenter model ensembling

Y MrouehPL Dognin, I Melnyk, J Ross… - US Patent App. 16 …, 2020 - Google Patents

A method, system and apparatus of ensembling, including inputting a set of models that

predict different sets of attributes, determining a source set of attributes and a target set of

attributes using a barycenter with an optimal transport metric, and determining a consensus …

  All 2 versions 


2020 7

… data leakage of halogen conveying pipeline based on S transformation/WGAN

CN CN111460367A 徐敏 淮阴工学院

Priority 2020-03-20 • Filed 2020-03-20 • Published 2020-07-28

4. The algorithm for resolving data imbalance of leakage in a brine transporting pipeline based on S transform/WGAN of claim 1, wherein the WGAN model mainly comprises a generator g (z) and a discriminator d (x); the generator G (z) is used for learning the real signal distribution of the leakage …



 

2020 8

online   OPEN ACCESS

METHODS AND DEVICES PERFORMING ADAPTIVE QUADRATIC WASSERSTEIN FULL-WAVEFORM...

by WANG, Diancheng; WANG, Ping

10/2020

Methods and devices for seismic exploration of an underground structure apply W2-based full-wave inversion to transformed synthetic and seismic data. Data...

PatentAvailable Online

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2020 9 online  OPEN ACCESS

Image rapid enhancement method based on Wasserstein distance

by QI SHUANG; WU SHANHONG; FENG JIANGFAN

07/2020

The invention relates to an image rapid enhancement method based on a Wasserstein distance, and belongs to the field of computer vision. The method comprises...

PatentAvailable Online

 

2020 10 online OPEN ACCESS

Depth domain adaptive image classification method based on Waserstein distance

by WU QIANG; LIU JU; SUN SHUANG ; More...

07/2020

The invention provides a Wasserstein distance-based depth domain adaptive image classification method and apparatus, and a computer readable storage medium....

PatentAvailable Online

 


2020 11 online OPEN ACCESS

Method for embedding and clustering depth self-coding based on Sliced-Waserstein distance

by CHEN HUAHUA; YING NA; GUO CHUNSHENG ; More...

05/2020

The invention discloses a deep self-encoding embedding clustering method based on a Sliced-Waserstein distance. The method comprises the following steps: S11,...

PatentAvailable Online

 

2020 12 online OPEN ACCESS

Semi-supervised deep learning fault diagnosis method based on Wasserstein distance and...

by SONG ZHIHUAN; GE ZHIQIANG; ZHANG HONGYI

04/2020

The invention discloses a semi-supervised deep learning fault diagnosis method based on a Wasserstein distance and an auto-encoder. The semi-supervised deep...

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2020 13 online OPEN ACCESS

Wind power output typical scene generation method based on BIRCH clustering and Wasserstein distance

by JIANG HUI; WANG SHENGQIANG; WANG DONG ; More...

03/2020

The invention discloses a wind power output typical scene generation method based on BIRCH clustering and a Wasserstein distance, and the method comprises the...

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2020 14  online  OPEN ACCESS

Fault diagnosis method for deep adversarial migration network based on Wasserstein distance

by SHI YONGFANG; XU PENGFEI; HUANG JINGKUN ; More...

03/2020

The invention discloses a fault diagnosis method for a deep adversarial migration network based on a Wasserstein distance. The distance of the feature...

PatentAvailable Online


2020 15 online  OPEN ACCESS

基于Wasserstein距离的人脸性别判别算法

04/2020  ...

PatentAvailable Online

 

2020 16

online

 OPEN ACCESS

基于信号分布Wasserstein距离度量的Wi-Fi室内定位方法

10/2020  ...

PatentAvailable Online

 

2020 17 online OPEN ACCESS

一种基于Wasserstein GAN的光伏阵列故障诊断方法

05/2020

本发明涉及一种基于Wasserstein GAN的光伏阵列故障诊断方法,首先对光伏阵列电流、电压时序数据进行采集;接着将获取的光伏阵列时序电流与时序电压数据绘制为曲线图形并保存为样本;然后设计Wasserstein GAN网络中的鉴别器D与生成器G;然后训练Wasserstein...

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2020 18

Algorithm for solving imbalance of leakage data of halogen conveying pipeline based on S transformation/WGAN

by ZHAO JIANYANGSHAN JINGSONGDING WEIHONG ; More...

07/2020

The invention relates to the technical field of halogen conveying pipeline detection, and discloses an algorithm for solving imbalance of leakage data of a...

PatentAvailable Online


  2020 19

一种基于WGAN的超参数动态调整方法

09/2020

PatentAvailable Onlin

2020 20

online

 OPEN ACCESS

Building energy consumption prediction method based on WGAN algorithm and monitoring and...

by LU YOU; WANG ZHECHAO; WU HONGJIE ; More...

05/2020

The invention relates to a building energy consumption prediction method based on a WGAN algorithm and a building energy consumption monitoring and prediction...

PatentAvailable Online

2020 21

online

 OPEN ACCESS

基于改进WGAN-GP的多波段图像同步融合与增强方法

09/2020

PatentAvailable Online


2020 22

 Wasserstein barycenter model ensembling

US US20200342361A1 Youssef Mroueh International Business Machines Corporation

Priority 2019-04-29 • Filed 2019-04-29 • Published 2020-10-29

10 . The system according to claim 9 , further comprising inputting side information into the barycenter, wherein the barycenter comprises a Wasserstein barycenter with a Wasserstein distance metric. 11 . The system according to claim 9 , further comprising a plurality of the barycenters to determine …


2020 23

Difference privacy greedy grouping method adopting Wasserstein distance

CN CN112307514A 杨悦 哈尔滨工程大学

Priority 2020-11-26 • Filed 2020-11-26 • Published 2021-02-02

1. A differential privacy greedy grouping method adopting Wasserstein distance is characterized by comprising the following steps: step 1: reading a data set D received at the ith time point i Step 2: will D i Data set D released from last time point i-1 Performing Wasserstein distance similarity …


2020 24

Wi-Fi indoor positioning method based on signal distribution Wasserstein …

CN CN111741429A 周牧 重庆邮电大学

Priority 2020-06-23 • Filed 2020-06-23 • Published 2020-10-02

2. The Wi-Fi indoor positioning method based on the signal distribution Wasserstein distance metric according to claim 1, wherein said ninth step comprises the steps of: step nine (one), w corresponding to each RP m,n Sequencing all RPs from small to large to obtain an RP sequencing set u related to …


2020 25

Wasserstein distance-based image rapid enhancement method

CN CN111476721A 丰江帆 重庆邮电大学

Priority 2020-03-10 • Filed 2020-03-10 • Published 2020-07-31

4. The Wasserstein distance-based image rapid enhancement method according to claim 3, characterized in that: in step S21, the motion-blurred image has 256 features, including texture features, color features, and edge features. 5. The Wasserstein distance-based image rapid enhancement method …


2020 26

Method for model ensembling e.g. Wasserstein barycenter model ensembling, involves inputting set of models that predict different sets of attributes and determining source set of attributes and target set of attributes using barycenter 

Patent Number: US2020342361-A1 

Patent Assignee: INT BUSINESS MACHINES CORP 

Inventor(s): MROUEH Y; DOGNIN P L; MELNYK I; et al.

 

 2020  27

Wasserstein-based high-energy image synthesis method and device for generating …

CN CN112634390A 郑海荣 深圳先进技术研究院

Priority 2020-12-17 • Filed 2020-12-17 • Published 2021-04-09

updating the preset generation countermeasure network model based on the first loss value and the first judgment result until the preset generation countermeasure network model converges, and determining the converged preset generation countermeasure network model as the Wasserstein generation …



 2020 78

 Method for estimating time delay distance, involves calculating time delay for each unique pair of multiple sensors by minimizing Wasserstein distance between two cumulative distribution transforms corresponding to unique pair

Patent Number: US2021281361-A1

Patent Assignee: US SEC OF NAVY


 2020 79

Wasserstein distance-based image rapid enhancement method

CN CN111476721A 丰江帆 重庆邮电大学

Priority 2020-03-10 • Filed 2020-03-10 • Published 2020-07-31

4. The Wasserstein distance-based image rapid enhancement method according to claim 3, characterized in that: in step S21, the motion-blurred image has 256 features, including texture features, color features, and edge features. 5. The Wasserstein distance-based image rapid enhancement method …



2020  80

Text generation based method for realizing Wasserstein generative adversarial network, involves encoding text data, obtaining output text producer, and obtaining input and output arbiter text by generator for performing network training 

Patent Number: CN107590531-A 

Patent Assignee: UNIV SOUTH CHINA TECHNOLOGY 

Inventor(s): ZHOU Z; LI L.



2020 81

Wi-Fi indoor positioning method based on signal distribution Wasserstein

distance measurement.

CN CN111741429A 周牧 重庆邮电大学

Priority 2020-06-23 • Filed 2020-06-23 • Published 2020-10-02

2. The Wi-Fi indoor positioning method based on the signal distribution Wasserstein distance metric according to claim 1, wherein said ninth step comprises the steps of: step nine (one), w corresponding to each RP m,n Sequencing all RPs from small to large to obtain an RP sequencing set u related to …



2020 82

High-energy image synthesis method and device based on wasserstein generative …

WO WO2022126480A1 郑海荣 深圳先进技术研究院

Filed 2020-12-17 • Published 2022-06-23

The preset generative adversarial network model is updated based on the first loss value and the first discrimination result until the preset generative adversarial network model converges, and the converged preset generative adversarial network model is determined as the Wasserstein generative …


2020 83

Difference privacy greedy grouping method adopting Wasserstein distance

CN CN112307514A 杨悦 哈尔滨工程大学

Priority 2020-11-26 • Filed 2020-11-26 • Published 2021-02-02

1. A differential privacy greedy grouping method adopting Wasserstein distance is characterized by comprising the following steps: step 1: reading a data set D received at the ith time point i Step 2: will D i Data set D released from last time point i-1 Performing Wasserstein distance similarity …



2020 84

System and Method for Generaring Highly Dense 3D Point Clouds using Wasserstein

KR20220088216A 권준석 중앙대학교 산학협력단

Filed 2020-12-18 • Published 2022-06-27

The present invention generates a high-resolution 3D point cloud using a Wasserstein distribution to generate a set of several 3D points by generating several input vectors from a prior distribution and expressing it as a Wasserstein distribution A prior distribution input unit for inputting a …


2020 85

Multi-band image synchronous fusion and enhancement method based on improved WGAN-GP

CN CN111696066A 李大威 中北大学

Priority 2020-06-13 • Filed 2020-06-13 • Published 2020-09-22

1. The multiband image synchronous fusion and enhancement method based on the improved WGAN-GP is characterized by comprising the following steps of: designing and constructing a generation countermeasure network: generating a countermeasure network into a generator model and a discriminator model; 

 

2020 86

Non-linear industrial process modeling method based on WGANs data enhancement

CN CN112966429A 褚菲 中国矿业大学

Priority 2020-08-11 • Filed 2020-08-11 • Published 2021-06-15

2. The WGANs data enhancement-based nonlinear industrial process modeling method of claim 1, wherein: the step B comprises the following steps: preprocessing the data set acquired in the step A, and specifically comprises the following steps: 1) the initial acquisition data comprises industrial …  


22020 87

… attack flow data enhancement method and system combining self-encoder and WGAN

CN CN112688928A 姚叶鹏 中国科学院信息工程研究所

Priority 2020-12-18 • Filed 2020-12-18 • Published 2021-04-20

The invention discloses a network attack flow data enhancement method and system combining a self-encoder and a WGAN, which relate to the field of network space security, abnormal flow detection of a communication network and the field of artificial intelligence.


2020 88. patent

Non-linear industrial process modeling method based on WGANs data enhancement

CN CN112966429A 褚菲 中国矿业大学

Priority 2020-08-11 • Filed 2020-08-11 • Published 2021-06-15

2. The WGANs data enhancement-based nonlinear industrial process modeling method of claim 1, wherein: the step B comprises the following steps: preprocessing the data set acquired in the step A, and specifically comprises the following steps: 1) the initial acquisition data comprises industrial …


2020 89. patent

Difference privacy greedy grouping method adopting Wasserstein distance

CN CN112307514A 杨悦 哈尔滨工程大学

Priority 2020-11-26 • Filed 2020-11-26 • Published 2021-02-02

1. A differential privacy greedy grouping method adopting Wasserstein distance is characterized by comprising the following steps: step 1: reading a data set D received at the ith time point i Step 2: will D i Data set D released from last time point i-1 Performing Wasserstein distance similarity …


2020 90. patent

Wi-Fi indoor positioning method based on signal distribution Wasserstein …

CN CN111741429B 周牧 重庆邮电大学

Priority 2020-06-23 • Filed 2020-06-23 • Granted 2022-05-03 • Published 2022-05-03

1. the Wi-Fi indoor positioning method based on signal distribution Wasserstein distance measurement is characterized by comprising the following steps of: step one, off-line stage, the Wi-Fi received signal from the mth AP at the nth Reference Point (RP) is strengthenedThe sequence of degrees ( …


2020 91. patent

Wasserstein distance-based depth domain adaptive image classification method

CN CN111428803A 吴强 山东大学

Priority 2020-03-31 • Filed 2020-03-31 • Published 2020-07-17

The invention provides a Wasserstein distance-based depth domain adaptive image classification method and device and a computer-readable storage medium. First, features are extracted using a convolution structure. Secondly, the number of features is reduced by adopting layer-by-layer mapping of the …


2020 92. patent

Wasserstein distance-based image rapid enhancement method

CN CN111476721B 丰江帆 重庆邮电大学

Priority 2020-03-10 • Filed 2020-03-10 • Granted 2022-04-29 • Published 2022-04-29

5. The Wasserstein distance-based image rapid enhancement method according to claim 1, characterized in that: the up-samplin
 

2020 93 . 2020-2023

… and device for generating countermeasure network model based on Wasserstein

CN112634390B 郑海荣 深圳先进技术研究院

Filed 2020-12-17 • Granted 2023-06-13 • Published 2023-06-13

the Wasserstein generation countermeasure network model is obtained through training of a preset generation countermeasure network model based on a low-energy image sample, a standard high-energy image and a preset loss function, and the Wasserstein generation countermeasure network model comprises …


2020 94. patent

Difference privacy greedy grouping method adopting Wasserstein distance

CN CN112307514A 杨悦 哈尔滨工程大学

Priority 2020-11-26 • Filed 2020-11-26 • Published 2021-02-02

1. A differential privacy greedy grouping method adopting Wasserstein distance is characterized by comprising the following steps: step 1: reading a data set D received at the ith time point i Step 2: will D i Data set D released from last time point i-1 Performing Wasserstein distance similarity …


2020 95

Wi-Fi indoor positioning method based on signal distribution Wasserstein …

CN CN111741429B 周牧 重庆邮电大学

Priority 2020-06-23 • Filed 2020-06-23 • Granted 2022-05-03 • Published 2022-05-03

1. the Wi-Fi indoor positioning method based on signal distribution Wasserstein distance measurement is characterized by comprising the following steps of: step one, off-line stage, the Wi-Fi received signal from the mth AP at the nth Reference Point (RP) is strengthenedThe sequence of degrees ( …



<—102 till 2019

+  95 for 2020

=197  till 2020

end 2020   e20

 


 
start 2021

115   patents in 2021


2021 1

Method for training Wasserstein generative adversarial network, involves adapting discriminator parameter as function of loss function, and creating second input date on basis of first input date using method of virtual adversarial training

Patent Number: DE102019210270-A1 US2020372297-A1 CN111985638-A

Patent Assignee: BOSCH GMBH ROBERT

Inventor(s): TERJEK D.


2021 2

Apparatus for measuring distance between two signal distributions, has measurement network receives two received signal distributions as input output measurement of wasserstein distance between distributions in receiver domain

Patent Number: WO2021022850-A1

Patent Assignee: HUAWEI TECHNOLOGIES CO LTD

Inventor(s): GE Y; SHI W; TONG W.


2021 3

March 09, 2021: Palo Alto Research Center Incorporated issued patent titled "Object shape regression using wasserstein distance"

Palo Alto Research Center Incorporated issued patent titled "Object shape regression using wasserstein...

News Bites - Private Companies, Mar 11, 2021

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Palo Alto Research Center Obtains Patent for Object Shape Regression Using Wasserstein Distance

Global IP News. Optics & Imaging Patent News; New Delhi [New Delhi]09 Mar 2021.

Palo Alto Research Center Obtains Patent for Object Shape Regression Using Wasserstein Distance

Global IP News. Optics & Imaging Patent News, Mar 9, 2021

Newspaper ArticleFull Text Online

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 Palo Alto Research Center Obtains Patent for Object Shape Regression Using Wasserstein Distance

Palo Alto Research Center Obtains Patent for Object Shape Regression Using Wasserstein Distance


2021 4

(03/10/2021). "US Patent Issued to Palo Alto Research Center on March 9 for "Object shape regression using wasserstein distance" (California, New York Inventors)". US Fed News Service, Including US State News US Patent Issued to Palo Alto Research Center on March 9 for "Object shape regression using wasser...

US Fed News Service, Including US State News, Mar 10, 2021

Newspaper ArticleCitation Online

US Patent Issued to Palo Alto Research Center on March 9 for "Object shape regression using wasser...

US Fed News Service, Including US State News, Mar 10, 2021



2021 5

Image analysis system for assessing accuracy of localization from single molecule localization microscopy dataset, comprises non-volatile computer-readable memory containing instructions of Wasserstein-induced flux component

Patent Number: US2021033536-A1

Patent Assignee: UNIV WASHINGTON; LEW M; NEHORAI A; et. al

Inventor(s): LEW M; NEHORAI A; MAZIDISHARFABADI H.

WASSERSTEIN F-TESTS AND CONFIDENCE BANDS FOR THE FRECHET REGRESSION OF DENSITY RESPONSE CURVES

By: Petersen, AlexanderLiu, XiDivani, Afshin A.

ANNALS OF STATISTICS  Volume: ‏ 49   Issue: ‏ 1   Pages: ‏ 590-611   Published: ‏ FEB 2021


2021 6

Object shape regression using wasserstein distance

by Palo Alto Research Center Incorporated

03/2021

One embodiment can provide a system for detecting outlines of objects in images. During operation, the system receives an image that includes at least one...

PatentAvailable Online


2021 7

LEARNING METHOD AND LEARNING DEVICE FOR HIGH-DIMENSION UNSUPERVISED ANOMALY DETECTION USING KERNALIZED WASSERSTEIN...

01/2021

크리스토펠 함수의 과다한 연산량을 커널화 와서스타인 오토인코더를 이용하여 개선한 고차원 비지도 이상 탐지 학습 방법이 개시된다. , (a) 학습 장치가, 복수 개의 성분을 가진 적어도 하나의 학습 데이터 매트릭스가 획득되면, 적어도 하나의 와서스타인 인코딩 네트워크로 하여금, 각각의...


2021  8  OPEN ACCESS

一种采用Wasserstein距离的差分隐私贪心分组方法

02/2021

...

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[Chinese  A Differential Privacy Greedy Grouping Method Using Wasserstein Distance'


2021  9  OPEN ACCESS

一种基于Wasserstein距离的深度对抗迁移网络的故障诊断方法

02/2021

...

PatentCitation Online

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[Chinese  A Fault Diagnosis Method Based on Wasserstein Distance for Deep Confrontation Migration Network]


2021 10 
OPEN ACCESS

LEARNING METHOD AND LEARNING DEVICE FOR HIGH-DIMENSION UNSUPERVISED ANOMALY DETECTION USING 

KERNALIZED WASSERSTEIN...

by PAIK MYUNGHEE CHO; CHANG HYUN WOONG; KIM YOUNG GEUN

01/2021

크리스토펠 함수의 과다한 연산량을 커널화 와서스타인 오토인코더를 이용하여 개선한 고차원 비지도 이상 탐지 학습 방법이 개시된다. , (a) 학습 장치가, 복수 개의 성분을 가진 적어도 하나의 학습 데이터 매트릭스가 획득되면, 적어도 하나의 와서스타인 인코딩 네트워크로 하여금, 각각의...

PatentCitation Online

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2021  11

Restoring image based on wasserstein generative adversarial network network comprises constructing shallow convolutional network structure by using cavity convolution to extract spatial characteristic of collected image

Patent Number: CN112488956-A

Patent Assignee: UNIV NANJING INFORMATION SCI & TECHNOLOG

Inventor(s): FANG W; GU E; WANG W. 

Select record9


2021  12

critical function for balancing loss function specific gravity and marking data in training set with drop label picture

Patent Number: CN112258425-A

Patent Assignee: CHINA TELECOM WANWEI INFORMATION TECHNOL

Inventor(s): ZHAO W; WANG Z; HAO D; et al.


2021 13

Wasserstein space-based visual dimension reduction method

CN CN112765426A 秦红星 重庆邮电大学

Priority 2021-01-18 • Filed 2021-01-18 • Published 2021-05-07

6. The visualization dimension reduction method based on Wasserstein space according to claim 5, wherein: the S5 specifically includes: note P i Is the ith row, Q, of the matrix P i Similarly, considered as a column vector; w represents the 1-Wasserstein distance and the dual form of the loss function …



 2021 14 OPEN ACCESS

一种基于WGAN网络进行图像修复的方法
03/21

[Chinese  A method of image restoration based on WGAN network]

Patent  Available Online


2021 15

合自编码器和WGAN的网络攻击流量数据增强方法及系统
Chinese   Network attack flow data enhancement method and system based on self-encoder and WGAN]

04/2021

PatentAvailable Online


2021 16  OPEN ACCESS

一种基于Wasserstein空间的可视化降维方法

[Chinese  A Visualized Dimensionality Reduction Method Based on Wasserstein Space]

Visual dimension reduction method based on Wasserstein space  
05/2021

PatentAvailable Online


 2021 patent 17

process industry soft measurement data supplementing method based on self-supervised variational auto-encoder wasserstein generative adversarial network (svae-wgan) in idustrial field, involves calculating output distribution of encoder network

Patent Number: CN113505477-A

Patent Assignee: UNIV NORTHWEST NORMAL

Inventor(s): XU J; ZHANG Q; LIU Y; et al.

Inventor(s): XU J; ZHANG Q; LIU Y; et al.

CN10725654 29 Jun 2021   


2021 patent 18

Wind power output power prediction method and wasserstein generative adversarial networks (WGAN) network, has filling missing value of wind power data and abnormal value, normalizing data set as input data of prediction model, and outputting prediction result after training test of prediction mode

Patent Number: CN113298297-A

Patent Assignee: UNIV INNER MONGOLIA TECHNOLOGY

Inventor(s): WANG Y; WU Y; XU H; et al.

CN10503783 10 May 2021 


2021  19

Robot motion planning method based on graph Walssetein auto-encoding network involves constructing graph Wasserstein auto-encoding network, performing non-uniform sampling distribution characterization learning process, and planning motion

Patent Number: CN113276119-A

Patent Assignee: TSINGHUA SHENZHEN INT GRADUATE SCHOOL

Inventor(s): XIA C; LIANG B; WANG X; et al.

CN10571993 25 May 2021 


1021 20

Method for training low-dose computed tomography (CT) image denoising model, involves minimizing loss of generator in wasserstein divergence generative adversarial network (WGAN)-div generation countermeasure network initial model, and maximizing loss of discriminator

Patent Number: CN113205461-A

Patent Assignee: SHANGHAI HUIHU INFORMATION TECHNOLOGY CO LTD

Inventor(s): LI S; LI Y; PAN J.

CN10360991 02 Apr 2021 


2021  21

Group target track starting method, involves determining wave gate of sub-group according to equivalent measurement, calculating Wasserstein distance between sub-group and backup sub-group, and taking candidate sub-group as track start

Patent Number: CN113126082-A

Patent Assignee: UNIV SUN YAT-SEN

Inventor(s): XU S; LEI X; ZHU N; et al.

CN10347426 31 Mar 2021 


2021  22

Method for detecting industrial abnormality based on wasserstein generative adversarial network using computer device involves using convolutional neural network module image of work-piece to perform data filter using wasserstein generative adversarial network abnormal detection model

CN113554645-ACN113554645-B

Inventor(s) HOU DGUO J and HANG T

Assignee(s) CHANGZHOU MICRO-INTELLIGENCE TECHNOLOGY

Derwent Primary Accession Number 

2021-C2916J


2021  23

Restoring image based on wasserstein generative adversarial network network comprises constructing shallow convolutional network structure by using cavity convolution to extract spatial characteristic of collected image

CN112488956-A

Inventor(s) FANG WGU E and WANG W

Assignee(s) UNIV NANJING INFORMATION SCI & TECHNOLOG

Derwent Primary Accession Number 

2021-30425T

 

2021  24

Method for generating anti-disturbance image based on Wasserstein generative adversarial network-gradient penalty, involves generating corresponding counter disturbance image for any input counter target

CN113537467-A

Inventor(s) TIAN PSUN J; (...); JIANG L

Assignee(s) UNIV NANJING POST & TELECOM

Derwent Primary Accession Number 

2021-C5057X


 2021  25

Wasserstein Generative Adversarial Network based small sample ground slow motion target data classification method, involves classifying ground slow motion target in test set by using classification model

CN113569632-A

Inventor(s) LI YBAI X; (...); ZHOU F

Assignee(s) PLA NO 32203 TROOPS and UNIV XIDIAN

Derwent Primary Accession Number 

2021-C64797


 2021  26

Wasserstein generative adversarial network scene simulation and time sequence production simulation based energy capacity configuration method, involves establishing new energy planning model, obtaining new energy planning scheme

CN112994115-A

Inventor(s) MA YFU Y; (...); ZHAO S

Assignee(s) UNIV NORTH CHINA ELECTRIC POWER

Derwent Primary Accession Number 

2021-721792

 

2021  27

Non-linear industrial process modeling method based on Wasserstein generative adversarial network data enhancement, involves normalizing initial data set, and adding multiple groups of generated samples into mixed sample

CN112966429-A

Inventor(s) CHU FDING P; (...); MA X

Assignee(s) UNIV CHINA MINING & TECHNOLOGY BEIJING

Derwent Primary Accession Number 

2021-68724L

 

2021  28

Representation similar countermeasure network based on Wasserstein distance for electroencephalogram emotion classification and deep migration learning, comprises the EEG signal is sampled at a sampling rate of 200hz

CN113673347-A

Inventor(s) YOU YHE G; (...); ZHU L

Assignee(s) UNIV HANGZHOU DIANZI

Derwent Primary Accession Number 

2021-D7113L

 

2021  29

Method for generating peptide-based vaccine, involves training Wasserstein Generative Adversarial Network (WGAN) only on positive binding peptide sequences while updating generator to minimize kernel Maximum Mean Discrepancy (MMD) loss

US2021319847-A1WO2021211233-A1

Inventor(s) DURDANOVIC IGRAF H P; (...); MIN R

Assignee(s) NEC LAB AMERICA INC

Derwent Primary Accession Number 

2021-B70701


 2021 30

Method for adapting machine learning/prediction systems from one domain to another domain, involves training classifier networks as discriminator by maximizing Wasserstein distance-based discrepancy between class probability predictions

US11188795-B1

Inventor(s) ULBRICHT D and LEE C

Assignee(s) APPLE INC

Derwent Primary Accession Number 

2021-D7162W


  2021 31

Wasserstein generative adversarial network-gradient penalty based radar high-resolution range profile database constructing method, involves combining target sample group and small sample group for finishing construction of database

CN112946600-A

Inventor(s) WANG PLIU H; (...); JIU B

Assignee(s) UNIV XIDIAN

Derwent Primary Accession Number 

2021-70971U


 2021 32

Method for synthesizing high-energy image based on Wasserstein generating countermeasure network model by using electronic device, involves utilizing arbiter network for judging high energy image synthesized by generator network

CN112634390-A

Inventor(s) ZHENG HHU Z; (...); ZHOU H

Assignee(s) SHENZHEN INST ADVANCED TECHNOLOGY

Derwent Primary Accession Number 

2021-41197G


 2021 33

Method for unsupervised multi-view three-dimensional point cloud combined registration based on wasserstein generative adversarial network (WGAN) involves setting number of generator and discriminator training to be M times

CN112837356-A

Inventor(s) WANG YPENG W; (...); WU H

Assignee(s) UNIV HUNAN

Derwent Primary Accession Number 

2021-60602R


 2021 34

Method for performing seismic record inversion, involves optimizing dual Wasserstein generative adversarial network model, and inputting large sample unlabeled seismic record into optimized inversion generator to generate corresponding large sample wave impedance

CN113722893-A

Inventor(s) WANG Z

Assignee(s) UNIV CHINA PETROLEUM BEIJING

Derwent Primary Accession Number 

2021-E61157


  

 2021 35

Wasserstein space based visual dimensionality reduction method, involves performing normalization pre-processing on high-dimensional data and updating position of projection point until reaching stop condition to obtain projection result

CN112765426-A

Inventor(s) QIN H and CHEN L

Assignee(s) UNIV CHONGQING POSTS & TELECOM

Derwent Primary Accession Number 

2021-525281



  2021 36

Method for estimating time delay distance, involves calculating time delay for each unique pair of multiple sensors by minimizing Wasserstein distance between two cumulative distribution transforms corresponding to unique pair

US2021281361-A1

Inventor(s) CRANCH G AMENKART N; (...); HUTCHINSON M N

Assignee(s) US SEC OF NAVY

Derwent Primary Accession Number 

2021-A3597D


  2021 37

Computer-based method for generating tailored medical recipes for mental health disorders, involves transmitting that recipes, generative adversarial neural network (GAN) comprises wasserstein GAN (WGAN) and self-Attention GAN (SAGAN)

US11049605-B1

Inventor(s) PETERS F L

Assignee(s) CORTERY AB

Derwent Primary Accession Number 

2021-72556R


  2021 38

Cross-domain recommendation method based on double-flow-based wasserstein self-encoder, involves obtaining input data to obtain user-item-score data of A data domain and user item score data of B domain

CN113536116-A

Inventor(s) XIE HZUO Z; (...); NIE J

Assignee(s) UNIV CHINA OCEAN

Derwent Primary Accession Number 

2021-C4660T


  2021 39

Rolling bearing enhanced diagnostic method based on personal digital assistant-wasserstein generative adversarial networks gradient penalty, involves evaluating quality of generated sample to output fault model with high quality

CN113486931-A

Inventor(s) GE HZHANG Q; (...); CHEN J

Assignee(s) UNIV NANJING AERONAUTICS & ASTRONAUTICS

Derwent Primary Accession Number 

2021-B8909U


 

 2021 40

Method for predicting bearing remaining life based on improved residual network and wasserstein-generative adversarial network used in mechanical transmission comprises sending common feature space to full-connected neural network structure bearing remaining life prediction model

CN113536697-A

Inventor(s) ZHAO ZXU J and SHEN Y

Assignee(s) UNIV JIANGNAN

Derwent Primary Accession Number 

2021-C4734E


 2021 41

Method for analyzing unbalanced data set based on WGAN training convergence, involves changing training time of discriminator, and outputting corresponding prediction tag to finish classification of network data safety

CN113537313-A

Inventor(s) CHEN ZZHANG L; (...); XU Y

Assignee(s) UNIV HANGZHOU DIANZI

Derwent Primary Accession Number 

2021-C40982



  2021 42

Process industry soft measurement data supplementing method based on self-supervised variational auto-encoder wasserstein generative adversarial network (SVAE-WGAN) in idustrial field, involves calculating output distribution of encoder network

CN113505477-A

Inventor(s) XU JZHANG Q; (...); GAO S

Assignee(s) UNIV NORTHWEST NORMAL

Derwent Primary Accession Number 

2021-C05218


 2021 43

Method for generating peptide-based vaccine, involves training Wasserstein Generative Adversarial Network (WGAN) only on positive binding peptide sequences while updating generator to minimize kernel Maximum Mean Discrepancy (MMD) loss

US2021319847-A1WO2021211233-A1

Inventor(s) DURDANOVIC IGRAF H P; (...); MIN R

Assignee(s) NEC LAB AMERICA INC

Derwent Primary Accession Number 

2021-B70701


 2021 44

Method for generating biological Raman spectrum data based on WGAN resistance generating network comprises performing iterative training on generating network and judging network to obtain generated data of false true Raman spectrum

CN112712857-A

Inventor(s) ZHU LDING J; (...); ZHUANG W

Assignee(s) UNIV BEIJING INFORMATION SCI & TECHNOLOG

Derwent Primary Accession Number 

2021-51255C


 2021 45

Method for unsupervised multi-view three-dimensional point cloud combined registration based on wasserstein generative adversarial network (WGAN) involves setting number of generator and discriminator training to be M times

CN112837356-A

Inventor(s) WANG YPENG W; (...); WU H

Assignee(s) UNIV HUNAN

Derwent Primary Accession Number 

2021-60602R


  2021 46

Improved private aggregation-of-teacher series based WGAN-GP privacy protection method, involves generating synthesized data by optimizing teacher classifier cluster for training machine learning models according to original sensitive training data protection process

CN113553624-A

Inventor(s) NIE PHAN Z; (...); YANG Z

Assignee(s) UNIV TIANJIN

Derwent Primary Accession Number 

2021-C5045Q


 2021 47

Wind power output power prediction method and wasserstein generative adversarial networks (WGAN) network, has filling missing value of wind power data and abnormal value, normalizing data set as input data of prediction model, and outputting prediction result after training test of prediction mode

CN113298297-A

Inventor(s) WANG YWU Y; (...); LIU G

Assignee(s) UNIV INNER MONGOLIA TECHNOLOGY

Derwent Primary Accession Nu


2021 48 patent

Process industry soft measurement data supplementing method based on self-supervised variational auto-encoder wasserstein generative adversarial network (SVAE-WGAN) in idustrial field, involves calculating output distribution of encoder network

CN113505477-A

Inventor(s) XU JZHANG Q; (...); GAO S

Assignee(s) UNIV NORTHWEST NORMAL

Derwent Primary Accession Number 

2021-C05218


2021 49

Wasserstein space-based visual dimension reduction method

CN CN112765426A 秦红星 重庆邮电大学

Priority 2021-01-18 • Filed 2021-01-18 • Published 2021-05-07

6. The visualization dimension reduction method based on Wasserstein space according to claim 5, wherein: the S5 specifically includes: note P i Is the ith row, Q, of the matrix P i Similarly, considered as a column vector; w represents the 1-Wasserstein distance and the dual form of the loss function … 


 

2021 50

… for high-dimension unsupervised anomaly detection using kernalized wasserstein

KR KR102202842B1 백명희조 서울대학교산학협력단

Priority 2019-08-13 • Filed 2019-08-13 • Granted 2021-01-14 • Published 2021-01-14

The present invention relates to a learning method and a learning apparatus for high-dimension unsupervised abnormality detection using a kernalized Wasserstein autoencoder to decrease excessive computations of a Christoffel function, and a test method and a test apparatus using the same.

  

2021 51

Industrial anomaly detection method and device based on WGAN

CN CN113554645A 杭天欣 常州微亿智造科技有限公司

Priority 2021-09-17 • Filed 2021-09-17 • Published 2021-10-26

constructing an original WGAN model, wherein the original WGAN model comprises a generator and a discriminator; inputting the first data set and the second data set into the original WGAN model to train the original WGAN model to obtain the WGAN anomaly detection model, wherein the first data set …

 

  .  2021 52
Method for synthesizing high-energy image based on Wasserstein generating countermeasure network model by using electronic device, involves utilizing arbiter network for judging high energy image synthesized by generator network

Patent Number: CN112634390-A

Patent Assignee: SHENZHEN INST ADVANCED TECHNOLOGY

Inventor(s): ZHENG H; HU Z; LIANG D; et al.


  2021 53

Method for generating biological Raman spectrum data based on WGAN (WGAN) …

CN CN112712857A 祝连庆 北京信息科技大学

Priority 2020-12-08 • Filed 2020-12-08 • Published 2021-04-27

1. A method of generating bio-raman spectral data based on a WGAN antagonistic generation network, the method comprising the steps of: a, extracting part of Raman spectrum data from a Raman spectrum database to serve as a real sample, and preprocessing the Raman spectrum data; b, creating a normal …

Method for generating biological Raman spectrum data based on WGAN (WGAN) …

CN CN112712857A 祝连庆 北京信息科技大学

Priority 2020-12-08 • Filed 2020-12-08 • Published 2021-04-27

The invention provides a method for generating biological Raman spectrum data based on a WGAN antagonistic generation network, which comprises the following steps: step a, extracting partial Raman spectrum data from a Raman spectrum database to 


2021 54

Method for image restoration based on WGAN network

CN CN112488956A 方巍 南京信息工程大学

Priority 2020-12-14 • Filed 2020-12-14 • Published 2021-03-12

3. The method for image inpainting based on WGAN network of claim 1, wherein in the step (1.3), through optimizing parameters and function algorithm: wherein, the activation function is specifically described as follows: 4. the method for image restoration based on WGAN network of claim 1, wherein …


2021 55

WGAN-based fuzzy aerial image processing method

CN CN113538266A 李业东 南京国电南自电网自动化有限公司

Priority 2021-07-07 • Filed 2021-07-07 • Published 2021-10-22

the fuzzy image processing model takes a WGAN network as a basic network and comprises a generator network and a discriminator network, wherein the generator network comprises a down-sampling network block and an up-sampling network block which are sequentially arranged, the discriminator network …

 

2021  56

Anti-disturbance image generation method based on WGAN-GP

CN CN113537467A 蒋凌云 南京邮电大学

Priority 2021-07-15 • Filed 2021-07-15 • Published 2021-10-22

2. The WGAN-GP-based disturbance rejection image generation method according to claim 1, wherein: target loss function L WGAN-GP The expression of the calculation is In the formula (2), d (x) represents that the discriminator determines whether the x class label belongs to the class information in …

2021 57

New energy capacity configuration method based on WGAN scene simulation and …

CN CN112994115A 马燕峰 华北电力大学(保定)

Priority 2019-12-18 • Filed 2019-12-18 • Published 2021-06-18

A new energy capacity configuration method based on Wasserstein generation countermeasure network (WGAN) scene simulation and time sequence production simulation is characterized by mainly comprising the following specific steps: step 1, simulating a large number of wind and light resource …


2021 58

Road texture picture enhancement method coupling traditional method and WGAN-GP

CN113850855A 徐子金 北京工业大学

Filed 2021-08-27 • Published 2021-12-28

1. A road texture picture enhancement method coupling a traditional method and WGAN-GP is characterized in that a new high-quality texture picture is generated by utilizing a road surface macro texture picture obtained by a commercial handheld three-dimensional laser scanner through a traditional …


2021 59

Wind power output power prediction method based on isolated forest and WGAN

CN CN113298297A 王永生 内蒙古工业大学

Priority 2021-05-10 • Filed 2021-05-10 • Published 2021-08-24

7. The isolated forest and WGAN network based wind power output power prediction method of claim 6, wherein the interpolation operation comprises the following steps: step 2.1, inputting the random noise vector z into a generator G to obtain a generated time sequence G (z), wherein G (z) is a …

2021 60

Wgan-based unsupervised multi-view three-dimensional point cloud joint …

WO CN WO2022165876A1 王耀南 湖南大学

Priority 2021-02-06 • Filed 2021-02-25 • Published 2022-08-11

A kind of unsupervised multi-view three-dimensional point cloud joint registration method based on WGAN according to claim 8, is characterized in that, described step S51 is specifically: The WGAN network trains the discriminator network f ω with the parameter ω and the last layer is not a …


2021 61

… life prediction method based on improved residual error network and WGAN

CN CN113536697A 沈艳霞 江南大学

Priority 2021-08-24 • Filed 2021-08-24 • Published 2021-10-22

8. The improved residual network and WGAN based bearing remaining life prediction method of claim 1, wherein: in step S3, the WGAN model uses the Wasserstein distance to measure the distribution difference between two feature sets, and optimizes the generator under the domain discriminator to …


2021 62

Process industry soft measurement data supplementing method based on SVAE-WGAN

CN CN113505477B 高世伟 西北师范大学

Priority 2021-06-29 • Filed 2021-06-29 • Granted 2022-05-20 • Published 2022-05-20

1. A SVAE-WGAN-based process industry soft measurement data supplementing method in the industrial field is characterized by comprising the following steps: step 1: determining input and output of a model according to an industrial background, selecting a proper training data set, inputting time …


2021 63

Cement clinker free calcium sample data enhancement and prediction method based on R-WGAN comprises performing convolution operation on input data and realizing regression prediction network in R-WGAN of cement clinker free calcium oxide

Patent Number: CN112906976-A

Patent Assignee: UNIV YANSHAN

Inventor(s): HAO X; LIU L; HUANG G; et al.


2021 64

Method for constructing radar HRRP database based on WGAN-GP

CN CN112946600A 王鹏辉 西安电子科技大学

Priority 2021-03-17 • Filed 2021-03-17 • Published 2021-06-11

The invention discloses a WGAN-GP-based HRRP database construction method, which comprises the following steps: (1) generating a training set; (2) constructing a WGAN-GP network; (3) generating a sample set; (4) training the WGAN-GP network; (5) and completing the construction of the HRRP database.


2021 65

Mechanical pump small sample fault diagnosis method based on WGAN-GP-C and …

CN CN114037001A 王雪仁 中国人民解放军92578部队

Priority 2021-10-11 • Filed 2021-10-11 • Published 2022-02-11

(2.3) when the WGAN-GP-C which is trained is used for generating a sample, screening the generated sample data; (2.4) the quality of the generated sample data is evaluated by adopting the maximum mean difference MMD and the model is adjusted according to the maximum mean difference MMD. 5. The WGAN …


2021 66

sEMG data enhancement method based on BiLSTM and WGAN-GP networks

CN CN114372490A 方银锋 杭州电子科技大学

Priority 2021-12-29 • Filed 2021-12-29 • Published 2022-04-19

A sEMG data enhancement method based on a BilSTM and WGAN-GP network comprises the following specific steps: s1, collecting surface electromyogram signals and preprocessing the signals; step S2, standardizing the preprocessed real electromyographic data, and dividing the standardized real …


2021 67

… local surface slow-speed moving object classification method based on WGAN

CN CN113569632A 周峰 西安电子科技大学

Priority 2021-06-16 • Filed 2021-06-16 • Published 2021-10-29

5. The method for classifying a small sample local area slow moving target according to claim 4, wherein in the substep 2.2, the WGAN introduces Wasserstein distance to measure the difference between the generated data distribution and the real data distribution when performing network training;


2021 68

Unbalanced data set analysis method based on WGAN training convergence

CN CN113537313A 许艳萍 杭州电子科技大学

Priority 2021-06-30 • Filed 2021-06-30 • Published 2021-10-22

1. An imbalance data set analysis method based on WGAN training convergence is characterized in that: the method specifically comprises the following steps: step one, data acquisition and pretreatment Collecting network security data, dividing the network security data into a multi-class data …


  

 


2021 69

WGAN dynamic punishment-based network security unbalance data set analysis …

CN CN114301667A 许艳萍 杭州电子科技大学

Priority 2021-12-27 • Filed 2021-12-27 • Published 2022-04-08

2. The method of claim 1 wherein the method of analyzing an imbalance data set based on WGAN training convergence comprises: the imbalance IR and oversampling ratio R between different classes of data are defined as: wherein N is + And N - Respectively the quantity of the multi-class data and the small …


2021 70

Data depth enhancement method based on WGAN-GP data generation and Poisson …

CN CN114219778A 侯越 北京工业大学

Priority 2021-12-07 • Filed 2021-12-07 • Published 2022-03-22

The invention discloses a data depth enhancement method based on WGAN-GP data generation and Poisson fusion, wherein WGAN-GP is a generation confrontation network with gradient punishment and is a generation model based on a game idea, and the generation model comprises two networks, namely a …


2021 71

Clothing attribute editing method based on improved WGAN

CN CN113793397A 张建明 浙江大学

Priority 2021-07-30 • Filed 2021-07-30 • Published 2021-12-14

1. A garment attribute editing method based on improved WGAN comprises a training stage and a testing stage, wherein the training stage is optimized in a supervised learning mode; in the testing stage, the converged network is adopted to generate clothing attributes; the method is characterized by …


2021 72

Micro-seismic record denoising method based on improved WGAN network and CBDNet

CN CN114218982A 盛冠群 三峡大学

Priority 2021-11-26 • Filed 2021-11-26 • Published 2022-03-22

1. The microseism record denoising method based on the improved WGAN network and the CBDNet is characterized by comprising the following steps of: the method comprises the following steps: collecting micro-seismic data; step two: generating forward simulation signals under different dominant …


2021 73

Rapid identification method for ship attachment based on WGAN-GP and YOLO

CN CN113792785A 陈琦 上海理工大学

Priority 2021-09-14 • Filed 2021-09-14 • Published 2021-12-14

wherein L is the objective function of WGAN-GP; is the loss function of WGAN at Wasserstein distance; is a gradient penalty that is applied independently for each sample on a WGAN basis. 5. The WGAN-GP and YOLO based ship body attachment rapid identification method as claimed in claim 1, wherein …


2021 74

One-dimensional time sequence data amplification method based on WGAN

CN CN113627594A 孙博 北京航空航天大学

Priority 2021-08-05 • Filed 2021-08-05 • Published 2021-11-09

4. The method of claim 1, wherein the WGAN-based one-dimensional time series data augmentation method comprises: in the "network model constructed by training" described in the third step, gaussian noise z to n (μ, σ) having a mean value of 0 and a standard deviation of 1 is used, μ is 0, and σ is …


2021 75

Power system harmonic law calculation method based on WGAN

CN CN114217132A 梅文波 江苏弈赫能源科技有限公司

Priority 2021-11-11 • Filed 2021-11-11 • Published 2022-03-22

2. The WGAN-based electric power system harmonic law calculation method according to claim 1, wherein a sampling frequency of the current data in the first step is two times or more of a highest frequency in the signal. 3. The WGAN-based power system harmonic law calculation method according to …


2021 76

Road texture picture enhancement method coupling traditional method and WGAN-GP

CN CN113850855A 徐子金 北京工业大学

Priority 2021-08-27 • Filed 2021-08-27 • Published 2021-12-28

1. A road texture picture enhancement method coupling a traditional method and WGAN-GP is characterized in that a new high-quality texture picture is generated by utilizing a road surface macro texture picture obtained by a commercial handheld three-dimensional laser scanner through a traditional …


2021 77

Anti-disturbance image generation method based on WGAN-GP

CN CN113537467A 蒋凌云 南京邮电大学

Priority 2021-07-15 • Filed 2021-07-15 • Published 2021-10-22

2. The WGAN-GP-based disturbance rejection image generation method according to claim 1, wherein: target loss function L WGAN-GP The expression of the calculation is In the formula (2), d (x) represents that the discriminator determines whether the x class label belongs to the class information in …


2021 78

WGAN-GP privacy protection system and method based on improved PATE

CN CN113553624A 杨张妍 天津大学

Priority 2021-07-30 • Filed 2021-07-30 • Published 2021-10-26

6. The WGAN-GP privacy protection system based on an improved PATE as claimed in claim 2, wherein in the student discriminator module: the student arbiter generates a sample through analysis and a prediction label output by the conditional differential privacy aggregator corresponding to the sample …


 

 

2021 79

Wind power output power prediction method based on isolated forest and WGAN …

CN CN113298297A 王永生 内蒙古工业大学

Priority 2021-05-10 • Filed 2021-05-10 • Published 2021-08-24

7. The isolated forest and WGAN network based wind power output power prediction method of claim 6, wherein the interpolation operation comprises the following steps: step 2.1, inputting the random noise vector z into a generator G to obtain a generated time sequence G (z), wherein G (z) is a …


 

2021 80

Micro-seismic record denoising method based on improved WGAN network and CBDNet

CN CN114218982A 盛冠群 三峡大学

Priority 2021-11-26 • Filed 2021-11-26 • Published 2022-03-22

Micro-seismic record denoising method based on improved WGAN network and CBDNet Technical Field The invention relates to a microseism monitoring technology, in particular to a microseism record denoising method based on an improved WGAN network and CBDNet. Background The micro-seismic monitoring …

 

 2021 81 

Rapid identification method for ship attachment based on WGAN-GP and YOLO

CN CN113792785A 陈琦 上海理工大学

Priority 2021-09-14 • Filed 2021-09-14 • Published 2021-12-14

Rapid identification method for ship attachment based on WGAN-GP and YOLO Technical Field The invention relates to the technical field of ship body attachment cleaning, in particular to a method for quickly identifying ship body attachments based on WGAN-GP and YOLO. Background The ocean occupies …

CN CN113378959B 潘杰 中国矿业大学

Priority 2021-06-24 • Filed 2021-06-24 • Granted 2022-03-15 • Published 2022-03-15

wherein L is WGAN Representing the loss of the production countermeasure network, D (v, s) representing the result of the visual features v and the original semantic features s being fed to the discriminator network D, indicating that a visual trait is to be synthesized And the result of the original …


  2021 82

Early fault detection method based on Wasserstein distance

CN CN114722888A 曾九孙 中国计量大学

Priority 2021-10-27 • Filed 2021-10-27 • Published 2022-07-08

3. The early fault detection method based on Wasserstein distance as claimed in claim 2, characterized in that, by constructing dual form of model, the model is solved by Riemann block coordinate descent method, comprising the following steps: s2.1, adding two Lagrange multipliers to construct a …


2021 83

Wasserstein distance-based motor imagery electroencephalogram migration …

CN CN113010013A 罗浩远 华南理工大学

Priority 2021-03-11 • Filed 2021-03-11 • Published 2021-06-22

6. The Wasserstein distance-based motor imagery electroencephalogram migration learning method according to claim 1, wherein: in step 4), the Wasserstein distance training deep migration learning model is used, and the method comprises the following steps: 4.1) inputting the source domain data and …


2021 84

… method for generating countermeasure network based on conditional Wasserstein

CN CN114154405A 陈乾坤 东风汽车集团股份有限公司

Priority 2021-11-19 • Filed 2021-11-19 • Published 2022-03-08

3. The motor data enhancement method based on the conditional Wasserstein generation countermeasure network as claimed in claim 1, wherein the conditional Wasserstein generation countermeasure network is a combination of the conditional warerstein generation countermeasure network and the …


2021 85

Wasserstein distance-based object envelope multi-view reconstruction and …

CN CN113034695A 何力 广东工业大学

Priority 2021-04-16 • Filed 2021-04-16 • Published 2021-06-25

7. The Wasserstein distance-based object envelope multi-view reconstruction and optimization method according to claim 5, wherein the specific process of step S4-3 is as follows: embedding the Wasserstein-based distance cost function into three-dimensional reconstruction, including: in equation (3) …


2021 86

Characteristic similarity countermeasure network based on Wasserstein distance

CN CN113673347A 祝磊 杭州电子科技大学

Priority 2021-07-20 • Filed 2021-07-20 • Published 2021-11-19

6. The Wasserstein distance-based characterized similar countermeasure network of claim 1, wherein in S5: obtaining the round-trip probability of the destination domain of the source domain comprises multiplying the resulting P st P ts The formula is as follows: P sts P st P ts in the formula, P sts …


2021 87

Domain self-adaptive rolling bearing fault diagnosis method based on Wasserstein

CN CN113239610A 王晓东 昆明理工大学

Priority 2021-01-19 • Filed 2021-01-19 • Published 2021-08-10

3. The implementation principle of the Wasserstein distance-based domain-adaptive rolling bearing fault diagnosis method according to claim 2 is characterized in that: StepA, extracting features through convolutional neural network, convolutional layer containing a filter w and an offset b, let X n …


2021 88

… robust optimization scheduling method based on improved Wasserstein measure

CN CN113962612A 刘鸿鹏 东北电力大学

Priority 2021-11-25 • Filed 2021-11-25 • Published 2022-01-21

2. The electric-heat combined system distribution robust optimization scheduling method based on improved Wasserstein measure of claim 1, characterized in that power error data set is predicted according to historical wind power Building an empirical distribution Where N is the total number of …


2021 89

Power system bad data identification method based on improved Wasserstein GA

CN CN114330486A 臧海祥 河海大学

Priority 2021-11-18 • Filed 2021-11-18 • Published 2022-04-12

5. The improved Wasserstein GAN-based power system bad data identification method as claimed in claim 1, wherein the training process of the C4.5 decision tree model in the step (5) comprises: firstly, a calculation formula for determining the sample information entropy in the C4.5 decision tree …


2021 90

Robot motion planning method and system based on graph Wasserstein self-coding …

CN CN113276119A 夏崇坤 清华大学深圳国际研究生院

Priority 2021-05-25 • Filed 2021-05-25 • Published 2021-08-20

8. The method for robot motion planning based on Wasserstein self-encoded network as claimed in claim 1, wherein step S2 comprises the following steps: s2-1, initializing encoder network parameter Q ψ And decoder network parameters Initializing a potential discriminator D τ (ii) a …


2021 91

Cross-domain recommendation method based on double-current sliced wasserstein

CN CN113536116A 聂婕 中国海洋大学

Priority 2021-06-29 • Filed 2021-06-29 • Published 2021-10-22

The invention belongs to the technical field of cross-domain recommendation, and discloses a cross-domain recommendation method based on a double-current slotted Wasserstein self-encoder.


2021 92

Topic modeling method based on Wasserstein self-encoder and Gaussian mixture …

CN CN114417852A 刘洪涛 重庆邮电大学

Priority 2021-12-06 • Filed 2021-12-06 • Published 2022-04-29

5. The method for modeling a subject based on a Wasserstein self-encoder and a gaussian mixture distribution as a priori as claimed in any one of claims 1 to 4, wherein the step S4 specifically comprises: s41: decoding the theme distribution theta obtained in the step S2 to obtain Representing the …

 

2021 93

Distribution robust optimization method based on Wasserstein measurement and …

CN CN114243683A 侯文庭 周口师范学院

Priority 2021-11-23 • Filed 2021-11-23 • Published 2022-03-25

6. The distributed robust optimization method based on Wasserstein measurement and kernel density estimation as claimed in claim 5, wherein the objective function of the distributed robust block combination model in step S4 is: in the formula: SU i SD i Respectively starting and stopping expenses of …

 

2021 94   see 2020

[PDF] googleapis.com

System and method for unsupervised domain adaptation via sliced-wasserstein distance

AJ Gabourie, M Rostami, S Kolouri, K Kim - US Patent 11,176,477, 2021 - Google Patents

US11176477B2 - System and method for unsupervised domain adaptation via sliced-wasserstein 

distance - Google Patents US11176477B2 - System and method for unsupervised …

 Cited by 3 Related articles All 4 versions


2021 95  2021-2022
Industrial anomaly detection method and device based on WGAN

CN CN113554645B 杭天欣 常州微亿智造科技有限公司

Priority 2021-09-17 • Filed 2021-09-17 • Granted 2022-01-11 • Published 2022-01-11

performing anomaly detection on the screened image to be detected by adopting the WGAN anomaly detection model, specifically, performing data preprocessing on the screened image to be detected to obtain a secondary image to be detected, inputting the secondary image to be detected into the WGAN



2021 96

Ship body attachment rapid identification method based on WGAN-GP and YOLO

ZHU DAQI ; CHU ZHENZHONG ; CHEN QI ; REN CHENHUI2021

OPEN ACCESS

Ship body attachment rapid identification method based on WGAN-GP and YOLO

No Online Access 


2021 97

WGAN-based one-dimensional time series data augmentation method

FENG QIANG ; WU ZEYU ; YANG DEZHEN ; REN YI ; SUN BO ; WANG ZILI ; QIAN CHENG2021

OPEN ACCESS

WGAN-based one-dimensional time series data augmentation method

No Online Access 

 

2021 98

Bearing residual life prediction method based on improved residual network and WGAN

SHEN YANXIA ; XU JIAJIE ; ZHAO ZHIPU2021

OPEN ACCESS

Bearing residual life prediction method based on improved residual network and WGAN

No Online Access 

 

2021 99

≈∂çTIAN RAN ; GAO SHIWEI ; QIU SULONG ; ZHANG QINGSONG ; MA ZHONGYU ; LIU YANXING ; XU JINPENG2021

OPEN ACCESS

Process industrial soft measurement data supplement method based on SVAE-WGAN

No Online Access 

 

 

2021 100

Wind power output power prediction method based on isolated forest and WGAN network

XU ZHIWEI ; LIU GUANGWEN ; WANG YONGSHENG ; XU HAO ; WU YUHAO ; SU XIAOMING2021

OPEN ACCESS

Wind power output power prediction method based on isolated forest and WGAN network

No Online Access 

 

2021 101

Combining the WGAN and ResNeXt Networks to Achieve Data Augmentation and Classification of the FT-IR Spectra of Strawberries

Zhao, Yinan ; Tian, Shengwei ; Yu, Long ; Xing, YanSpectroscopy (Springfield, Or.), 2021, Vol.36 (4), p.28

Combining the WGAN and ResNeXt Networks to Achieve Data Augmentation and Classification of the FT-IR Spectra of Strawberries

Available Online 


2021 102. patent

sEMG data enhancement method based on BiLSTM and WGAN-GP networks

CN CN114372490A 方银锋 杭州电子科技大学

Priority 2021-12-29 • Filed 2021-12-29 • Published 2022-04-19

A sEMG data enhancement method based on a BilSTM and WGAN-GP network comprises the following specific steps: s1, collecting surface electromyogram signals and preprocessing the signals; step 

 

 

2021 103. patent

… robust optimization scheduling method based on improved Wasserstein measure

CN CN113962612A 刘鸿鹏 东北电力大学

Priority 2021-11-25 • Filed 2021-11-25 • Published 2022-01-21

An electric heating combined system distribution robust optimization scheduling method based on improved Wasserstein measure relates to the technical field of renewable energy scheduling in an electric heating combined system. The method aims to solve the problem that an uncertainty set …


2021 104

… method for generating countermeasure network based on conditional Wasserstein

CN CN114154405A 陈乾坤 东风汽车集团股份有限公司

Priority 2021-11-19 • Filed 2021-11-19 • Published 2022-03-08

3. The motor data enhancement method based on the conditional Wasserstein generation countermeasure network as claimed in claim 1, wherein the conditional Wasserstein generation countermeasure network is a combination of the conditional warerstein generation countermeasure network and the …

2021105.  patent  

Early fault detection method based on Wasserstein distance

\\\CN CN114722888A 曾九孙 中国计量大学

Priority 2021-10-27 • Filed 2021-10-27 • Published 2022-07-08

s3, analyzing data statistical characteristics of Wasserstein distance in the principal component space and the residual error space, and establishing monitoring statistics based on hypothesis test in the principal component space and the residual error space for judging whether a fault occurs or …


2021 106

… and apparatus for conditional data genration using conditional wasserstein …

KR KR20230023464A 조명희 서울대학교산학협력단

Priority 2021-08-10 • Filed 2021-08-10 • Published 2023-02-17

Wherein the learned conditional Wasserstein generator outputs a future video frame as a response when the past video frame is input as condition data. According to claim 7, The learned conditional Wasserstein generator is learned by setting a past video frame and a future video frame as condition …


2021 107

Characteristic similarity countermeasure network based on Wasserstein distance

CN CN113673347A 祝磊 杭州电子科技大学

Priority 2021-07-20 • Filed 2021-07-20 • Published 2021-11-19

6. The Wasserstein distance-based characterized similar countermeasure network of claim 1, wherein in S5: obtaining the round-trip probability of the destination domain of the source domain comprises multiplying the resulting P st P ts The formula is as follows: P sts P st P ts in the formula, P sts …


2021 108

Cross-domain recommendation method based on double-current sliced wasserstein …

CN CN113536116A 聂婕 中国海洋大学

Priority 2021-06-29 • Filed 2021-06-29 • Published 2021-10-22

The invention belongs to the technical field of cross-domain recommendation, and discloses a cross-domain recommendation method based on a double-current slotted Wasserstein self-encoder.


2021 109

Robot motion planning method and system based on graph Wasserstein self-coding …

CN CN113276119B 夏崇坤 清华大学深圳国际研究生院

Priority 2021-05-25 • Filed 2021-05-25 • Granted 2022-06-28 • Published 2022-06-28

1. A robot motion planning method based on a graph Wasserstein self-coding network is characterized by comprising the following steps: s1, constructing a graph Wasserstein self-coding network GraphWAE; the GraphWAE represents the non-obstacle area of the configuration space in a pre-training mode …



2021 110

Wasserstein distance-based motor imagery electroencephalogram migration …

CN CN113010013A 罗浩远 华南理工大学

Priority 2021-03-11 • Filed 2021-03-11 • Published 2021-06-22

7. The Wasserstein distance-based motor imagery electroencephalogram migration learning method according to claim 1, wherein: in step 5), calculating the classification accuracy and kappa coefficient of the deep migration learning model to the target domain data, specifically as follows: …


2021 111

Domain self-adaptive rolling bearing fault diagnosis method based on Wasserstein …

CN CN113239610A 王晓东 昆明理工大学

Priority 2021-01-19 • Filed 2021-01-19 • Published 2021-08-10

3. The implementation principle of the Wasserstein distance-based domain-adaptive rolling bearing fault diagnosis method according to claim 2 is characterized in that: StepA, extracting features through convolutional neural network, convolutional layer containing a filter w and an offset b, let X n …


2021 112

System and Method for Generaring Highly Dense 3D Point Clouds using Wasserstein …

KR KR102456682B1 권준석 중앙대학교 산학협력단

Priority 2020-12-18 • Filed 2020-12-18 • Granted 2022-10-19 • Published 2022-10-19

The present invention generates a high-resolution 3D point cloud using a Wasserstein distribution to generate a set of several 3D points by generating several input vectors from a prior distribution and expressing it as a Wasserstein distribution A prior distribution input unit for inputting a …


2021 113

Wasserstein-based high-energy image synthesis method and device for generating …

CN112634390A 郑海荣 深圳先进技术研究院

Priority 2020-12-17 • Filed 2020-12-17 • Published 2021-04-09

updating the preset generation countermeasure network model based on the first loss value and the first judgment result until the preset generation countermeasure network model converges, and determining the converged preset generation countermeasure network model as the Wasserstein generation …


101` 114

High-energy image synthesis method and device based on wasserstein generative …

WO WO2022126480A1 郑海荣 深圳先进技术研究院

Priority 2020-12-17 • Filed 2020-12-17 • Published 2022-06-23

The preset generative adversarial network model is updated based on the first loss value and the first discrimination result until the preset generative adversarial network model converges, and the converged preset generative adversarial network model is determined as the Wasserstein generative …



 
2021 115. patent  

Wasserstein distance-based object envelope multi-view reconstruction a

CN CN113034695A 何力 广东工业大学

Priority 2021-04-16 • Filed 2021-04-16 • Published 2021-06-25

7. The Wasserstein distance-based object envelope multi-view reconstruction and optimization method according to claim 5, wherein the specific process of step S4-3 is as follows: embedding the Wasserstein-based distance cost function into three-dimensional reconstruction, including: in equation (3) …


<—197  till 2020 

 + 115  jn 2021   

 = 312  till 2021 

end 2021 e21

start 2022


Bbb 

 


start 2022

48 patents


2022 1   

WGAN based clothing attribute editing method, involves collecting different styles of garment construction data set in training stage, and inputting training data input with attribute label to generate countermeasure network to train

CN113793397-A

Inventor(s) WANG ZWANG W and ZHANG J

Assignee(s) UNIV YUYAO ZHEJIANG ROBOTICS RES CENT and UNIV ZHEJIANG

Derwent Primary Accession Number 

2022-00125T


2022 2   

WGAN-GP and YOLO based quick hull attachment identification method, involves performing density evaluation to hull attachment in identification process, and calculating attachment area ratio

CN113792785-A

Inventor(s) CHU ZREN C; (...); CHEN Q

Assignee(s) UNIV SHANGHAI SCI & TECHNOLOGY

Derwent Primary Accession Number 

2022-00216M


2022.3

nst Inf Eng, CAS Files Chinese Patent Application for Network Attack Traffic Data Enhancement Method and System

CombiniAuto-Encoder and WGAN

Global IP News. Broadband and Wireless Network News; New Delhi [New Delhi]. 12 Mar 2022. 

DetailsFull text

    

2022.4

Road texture image enhancement method coupling traditional method and WGAN-GP involves pre-processing original image, and converting three-dimensional macroscopic texture data into two-dimensional image

CN113850855-A

Inventor(s) HOU YWANG Y; (...); XU Z

Assignee(s) UNIV BEIJING TECHNOLOGY

Derwent Primary Accession Number 

2022-35384T


2022 .5

Method for sorting blood leukocyte based on attention residual network, involves introducing depth separable convolution to extract characteristic of white blood cell, and using Wasserstein to generate anti-network creating synthesis

CN113887672-A

Inventor(s) CAO XZHAO M; (...); LI Z

Assignee(s) UNIV MINJIANG

Derwent Primary Accession Number 

2022-11243X


 2022.6

Method for simulating artificial seismic wave based on generative confrontation network algorithm, involves verifying judgment result, and judging network training effect of artificial seismic data by using loss function defined by Wasserstein norm

CN113935240-A

Inventor(s) YANG CXIANG T and YANG M

Assignee(s) UNIV XIHUA

Derwent Primary Accession Number 


2022.7  see 2021

State Intellectual Property Office of China Receives Univ Beijing Inf Sci & Tech's Patent Application for Method for Generating Biological Raman Spectrum Data Based on WGAN...

Global IP News. Biotechnology Patent News, Mar 17, 2022

Newspaper Article 

 Full Text Online


2022 8

Rotating machine state monitoring method based on Wasserstein depth digital twin model

CN CN114662712A 胡文扬 清华大学

Filed 2022-02-22 • Published 2022-06-24

and if the similarity of the twin sample and the physical health sample reaches a set standard, obtaining the trained WGAN-GP network based on the Wasserstein deep digital twin model through consistency test. 3. The method for monitoring the condition of a rotating machine based on the Wasserstein


 2022 9

Wasserstein distance-based battery SOH estimation method and device

CN CN114839552A 林名强 泉州装备制造研究所

Priority 2022-04-08 • Filed 2022-04-08 • Published 2022-08-02

3. The wasserstein distance-based battery SOH estimation method according to claim 1, wherein: in S1, the aging data of the pouch batteries is specifically aging data of eight nominal 740Ma · h pouch batteries recorded in advance. 4. A wasserstein distance-based battery SOH estimation method …


 2022 10

Application of evidence Wasserstein distance algorithm in component …

CN CN114818957A 肖富元 肖富元

Priority 2022-05-10 • Filed 2022-05-10 • Published 2022-07-29

1. The application of the evidence Wasserstein distance algorithm in component identification is characterized in that: the Wasserstein distance is EWD, and the EWD is verified by the following method: 1): let m1 and m2 be the quality function of the multi-intersection element set Θ, where γ i, j …


 2022 11

CAN bus fuzzy test case generation method based on WGAN-GP and fuzzy test system

CN114936149A 黄柯霖 华中科技大学

Filed 2022-04-27 • Published 2022-08-23

the model generation module is used for building and training a WGAN-GP model based on a neural network through the training data set; the test case generation module is used for configuring a noise vector for the trained WGAN-GP model, so that the WGAN-GP model generates a plurality of virtual CAN …



2022 12

North China Electric Power Univ Baoding Submits Patent Application for New Energy Capacity Configuration Method Based on WGAN...

Global IP News. Energy Patent News, Jun 23, 2022

 


2022 13

patent Wire Feed  Full Text

State Intellectual Property Office of China Publishes Univ South China Tech's Patent Application for Motor Imagery Electroencephalogram Transfer Learning Method Based on Wasserstein Distance

Global IP News. Electrical Patent News; New Delhi [New Delhi]. 04 July 2022. 

DetailsFull text

2022 14

Wire Feed  Full Text

Univ Xidian Submits Chinese Patent Application for Radar HRRP Database Construction Method Based on WGAN-GP
Global IP News. Software Patent News; New Delhi [New Delhi]. 06 June 2022. 

DetailsFull text


2022 15

CAN bus fuzzy test case generation method based on WGAN-GP and fuzzy test system

CN CN114936149A 黄柯霖 华中科技大学

Priority 2022-04-27 • Filed 2022-04-27 • Published 2022-08-23

the model generation module is used for building and training a WGAN-GP model based on a neural network through the training data set; the test case generation module is used for configuring a noise vector for the trained WGAN-GP model, so that the WGAN-GP model generates a plurality of virtual CAN …


2022 16
Rotating machine state monitoring method based on Wasserstein depth digital …

CN CN114662712A 胡文扬 清华大学

Priority 2022-02-22 • Filed 2022-02-22 • Published 2022-06-24

The invention relates to the technical field of artificial intelligence, and discloses a method for monitoring the state of a rotating machine based on a Wasserstein depth digital twin model, which comprises the steps of acquiring operation and maintenance data of the rotating machine in a healthy …


2022 17

Application of evidence Wasserstein distance algorithm in component …

CN CN114818957A 肖富元 肖富元

Priority 2022-05-10 • Filed 2022-05-10 • Published 2022-07-29

1. The application of the evidence Wasserstein distance algorithm in component identification is characterized in that: the Wasserstein distance is EWD, and the EWD is verified by the following method: 1): let m1 and m2 be the quality function of the multi-intersection element set Θ, where γ i, j …


022 18

Wasserstein distance-based battery SOH estimation method and device

CN CN114839552A 林名强 泉州装备制造研究所

Priority 2022-04-08 • Filed 2022-04-08 • Published 2022-08-02

3. The wasserstein distance-based battery SOH estimation method according to claim 1, wherein: in S1, the aging data of the pouch batteries is specifically aging data of eight nominal 740Ma · h pouch batteries recorded in advance. 4. A wasserstein distance-based battery SOH estimation method …

 

2022 19  patent news 
Univ China Mining Applies for Patent on Nonlinear Industrial Process Modeling Method Based on Wgans...
Global IP News: Industrial Patent News, Jun 14, 2022
Newspaper ArticleCitation Online


 


 
  2022 20  patent news 
Univ Hunan Files Chinese Patent Application for Unsupervised Multi-View Three-Dimensional Point Cloud Joint Registration Method Based on WGAN
Global IP News: Software Patent News, Apr 28, 2022
Newspaper ArticleCitation Online


 2022 21  patent news 
The Chinese Peoples Liberation Army No.92578 Troops Applies for Patent on Mechanical Pump Small Sample Fault Diagnosis Method Based on WGAN...
Global IP News. Information Technology Patent News, Oct 7, 2022
Newspaper Article  Full Text Online

2022 22  patent news TO PATENT
Univ Yanshan Submits Chinese Patent Application for Cement Clinker Free Calcium Sample Data Enhancement and Prediction Method Based on R-WGAN
Global IP News: Construction Patent News, May 24, 2022
Newspaper ArticleCitation Online


2022 23  patent news  see 2021
Univ Yanshan Submits Chinese Patent Application for Cement Clinker Free Calcium Sample Data Enhancement and Prediction Method Based on R-WGAN
Global IP News. Construction Patent News, May 24, 2022
Newspaper ArticleCitation Online

 
2022 24  patent news 
Inst Inf Eng, CAS Files Chinese Patent Application for Network Attack Traffic Data Enhancement Method and System Combining Auto-Encoder and WGA
Global IP News: Broadband and Wireless Network Patent News, Mar 12, 2022
Newspaper ArticleCitation Online


2022 25  patent news  

State Intellectual Property Office of China Releases Univ Guangdong Technology's Patent Application for Wasserstein...
Global IP News. Packaging & Containers Patent News, Jul 12, 2022
Newspaper ArticleCitation Online

 
2022 26  

  Rotating machine state monitoring method based on Wasserstein depth digital …

CN CN114662712A 胡文扬 清华大学

Priority 2022-02-22 • Filed 2022-02-22 • Published 2022-06-24

The invention relates to the technical field of artificial intelligence, and discloses a method for monitoring the state of a rotating machine based on a Wasserstein depth digital twin model, which comprises the steps of acquiring operation and maintenance data of the rotating machine in a healthy …

2022 27

基于WGAN-GPCAN总线模糊测试用例生成方法及模糊测试系统

OPEN ACCESS

基于WGAN-GPCAN总线模糊测试用例生成方法及模糊测试系统

No Online Access 

[Chinese  CAN bus fuzz test case generation method and fuzz test system based on WGAN-GP]



2022  28

FC-VoVNet and WGAN-based B ultrasonic image denoising method

WEI JIANHUA ; CHEN DEHAI2022

OPEN ACCESS

FC-VoVNet and WGAN-based B ultrasonic image denoising method

No Online Access 

 

2022 29

基于SVAE-WGAN的过程工业软测量数据补充方法

2022

OPEN ACCESS

基于SVAE-WGAN的过程工业软测量数据补充方法

No Online Access 

[Chines  VAE-WGAN-based data supplementation method for soft sensing in process industry

]

 




2022 30 see 2020

基于改进WGAN-GP的多波段图像同步融合与增强方法

OPEN ACCESS

基于改进WGAN-GP的多波段图像同步融合与增强方法

No Online Access 

[Chinese  Synchronous fusion and enhancement method of multi-band image based on improved WGAN-GP

] 

P2022 31

一种基于BiLSTMWGAN-GP网络的sEMG数据增强方法

OPEN ACCESS

一种基于BiLSTMWGAN-GP网络的sEMG数据增强方法

No Online Access 

[Chinese  A sEMG data augmentation method based on BiLSTM and WGAN-GP network]


2022  32

基于WGAN动态惩罚的网络安全不平衡数据集分析方法

OPEN ACCESS

基于WGAN动态惩罚的网络安全不平衡数据集分析方法

No Online Access 

[Chinese  Hyperspectral image classification method based on semi-supervised WGAN-GP

]

2022  33

一种基于孤立森林与WGAN网络的风电输出功率预测方法

OPEN ACCESS

一种基于孤立森林与WGAN网络的风电输出功率预测方法

No Online Access 

[Chinese  A wind power output power prediction method based on isolated forest and WGAN network]

 

2022 34

Data depth enhancement method based on WGAN-GP data generation and Poisson fusion

ZHANG HUITING ; LIU ZHUO ; HOU YUE ; CHEN NING ; CHEN YANYAN2022

OPEN ACCESS

Data depth enhancement method based on WGAN-GP data generation and Poisson fusion

No Online Access  


2022 35

Microseism record denoising method based on improved WGAN network and CBDNet

SHENG GUANQUN ; MA KAI ; JING TANG ; ZHENG YUELIN ; YU MEI ; ZHANG JINGLAN2022

OPEN ACCESS

Microseism record denoising method based on improved WGAN network and CBDNet

No Online Access 

 

2022 36 see 2021

Power system harmonic law calculation method based on WGAN

WU OU ; PAN YANYI ; YAO CHANGQING ; MEI WENBO ; MEI ZHICHAO ; ZHU SHUAI2022

OPEN ACCESS

Power system harmonic law calculation method based on WGAN

No Online Access 

  

2022  37

基于WGAN-GP的雷达HRRP数据库构建方法

OPEN ACCESS

基于WGAN-GP的雷达HRRP数据库构建方法

No Online Access 

[Chinese  Construction method of radar HRRP database based on WGAN-GP]

 


2022 38

基于WGAN-GP和U-net改进的图像增强的方法、装置及存储介质

OPEN ACCESS

基于WGAN-GPU-net改进的图像增强的方法、装置及存储介质

No Online Access 

[Chinese  mproved image enhancement method, device and storage medium based on WGAN-GP and U-net]



2022 39
基于改进WGAN-GP的半监督恶意流量检测方法
11/2022
Patent  Available Online
Open Access
 [Chinese  Semi-supervised malicious traffic detection method based on improved WGAN-GP]


2022 40
基于WGAN-CNN煤矿井下粉尘浓度预测方法和系统
11/2022
Patent  Available Online
 [Chinese  Prediction method and system of underground dust concentration in coal mine based on WGAN-CNN]
 

2022 41  patent news
Beijing Industrial Univ Seeks Patent for Data Depth Enhancement Method Based on 

 WGAN-GP Data Generation and Poisson Fusion
Global IP News. Information Technology Patent News, Nov 21, 2022
Newspaper Article  Full Text Online
 

 2022 42  patent news
Jiangsu Chegah Energy Tech Submits Chinese Patent Application for Power System Harmonic Law Calculation Method Based on WGAN
Global IP News. Electrical Patent News, Nov 19, 2022
Newspaper Article  Full Text Online


2022 43  patent news
State Intellectual Property Office of China Receives Three Gorges Univ's Patent Application for Microseism Record Denoising Method Based on Improved WGAN...
Global IP News. Broadband and Wireless Network News, Nov 21, 2022
Newspaper Article  Full Text Online

 2022 44  patent news
State Intellectual Property Office of China Publishes Dongfeng Automobile Group Stock Ltd and Dongfeng Pleasure Science and Tech Limited's Patent Application for Motor Fault Data Enhancement Method Based on Conditional Wasserstein...
Global IP News: Automobile Patent News, Nov 4, 2022
Newspaper ArticleCitation Online


 


2022 45 piatent 

Method for determining relevance of object, involves calculating Wasserstein distance between detection object and tracking object according to Gaussian distribution of detection object and Gaussian distribution of tracking object

CN115273019-A

Inventor(s) LIN J

Assignee(s) JIUSHI ZHIXING BEIJING TECHNOLOGY CO LTD

Derwent Primary Accession Number 

2022-D93909

 

  

2022 46  patent

Method for upsampling network on point cloud, involves constructing loss function of point cloud upsampling network based on Wasserstein distance, and obtaining point cloud upsampling network by training sparse point cloud training data and dense point cloud training data

CN115294179-A

Inventor(s) LUO ZLI Z and LEI N

Assignee(s) UNIV DALIAN TECHNOLOGY

Derwent Primary Accession Number 

2022-D9871X

more_horiz


2922  47  patent

Method for removing artifacts from extremely sparse angular computed tomography reconstruction, involves sending image set as input to UNet generator network trained based on WGAN-GP generative adversarial network combined with transformers block

CN115239588-A

Inventor(s) QIN YJIANG W; (...); DI J

Assignee(s) UNIV GUANGDONG TECHNOLOGY

Derwent Primary Accession Number 

2022-D5413F


2022 48
Zhou Kou Teaching Univ Submits Patent Application for Distribution Robust Optimization Method Based on Wasserstein...
Global IP News. Measurement & Testing Patent News, Nov 26, 2022
Newspaper ArticleCitation Online

 


2022 49  patent news
Beijing Industrial Univ Seeks Patent for Data Depth Enhancement Method Based on WGAN-GP Data...
Global IP News: Information Technology Patent News, Nov 21, 2022
Newspaper ArticleCitation Online

 
8
2022 50  patent news
Beijing Industrial Univ Seeks Patent for Data Depth Enhancement Method Based on WGAN-GP Data...
Global IP News. Information Technology Patent News, Nov 21, 2022
Newspaper Article  Full Text Online

2022  51 Wire Feed patent news
State Intellectual Property Office of China Releases Hangzhou Electronics Science and Technology Univ's Patent Application for Network Security Unbalanced Data Set Analysis Method Based on WGAN Dynamic Penalty
Global IP News. Security & Protection Patent News; New Delhi [New Delhi]. 10 Dec 2

 Cite


2022  52  patent news Wire Feed
State Intellectual Property Office of China Receives River and Sea Univ's Patent Application for Power System Bad Data Identification Method Based on Improved Wasserstein Gan

Global IP News. Electrical Patent News; New Delhi [New Delhi]. 17 Dec 2022.  
Cite
  Email  Full Text
DetailsFull text

 


   2022 53  paint news
State Intellectual Property Office of China Releases Hangzhou Electronics Science and Technology Univ's Patent Application for Network Security Unbalanced Data Set Analysis Method Based on WGAN...

Global IP News: Security & Protection Patent News, Dec 10, 2022
Newspaper Article
State Intellectual Property Office of China Releases Hangzhou Electronics Science and Technology Univ's Patent Application for Network Security Unbalanced Data Set Analysis Method Based on WGAN...

Global IP News. Security & Protection Patent News, Dec 10, 2022
Newspaper Article Full Text Online


2022 54 patent

Cloud environment intrusion detection method based on WGAN and LightGBM

CN116248344A 裴廷睿 湘潭大学

Filed 2022-12-28 • Published 2023-06-09

6. The cloud environment intrusion detection method according to claim 1, wherein S33 includes the WGAN model taking the preprocessing data as an input of the discrimination model, the random noise as an input of the generation model, performing a reciprocal game using the generation model and the …


2022 55 patent

Grid deformation data enhancement method based on WGAN-GP model

CN CN115937038A 李静 上海大学

Priority 2022-12-27 • Filed 2022-12-27 • Published 2023-04-07

The invention discloses a method for enhancing grid deformation data based on a WGAN-GP model, which relates to the technical field of image processing and data enhancement and comprises the following steps: constructing a training data set and a test data set; constructing a WGAN-GP model;


2022 56patent

Method for selecting drive resistor of eGaN HEMT power converter

CN CN115859889A 贺远航 广东工业大学

Priority 2022-11-16 • Filed 2022-11-16 • Published 2023-03-28

10. The method for selecting the drive resistor of the eGaN HEMT power converter according to claim 1, wherein S3.6 specifically comprises: the method for improving the overall efficiency of the converter is to select a reasonable driving resistor to obtain a reasonable driving waveform, reduce the …


 
2022 57 patent

Antagonistic sample generation method and system based on WGAN-Unet

CN CN115761399A 秦中元 东南大学

Priority 2022-11-01 • Filed 2022-11-01 • Published 2023-03-07

s3, constructing a WGAN-Unet-based anti-attack network model: the anti-attack network model consists of a generator, a discriminator and the target network model obtained in the step S2, wherein the generator is constructed according to original sample data based on a Unet framework, performs …


 

2022 58 patent

WGAN-based FRP sheet and concrete interface bonding slippage model generation …

CN CN115544864A 贺畅 同济大学

Priority 2022-09-16 • Filed 2022-09-16 • Published 2022-12-30

2. The method for generating the WGAN-based FRP sheet and concrete interface bonding slip model according to claim 1, wherein the step 1: strain data acquisition is realized by modeling through finite element software LS-DYNA, and data corresponding to strain at every two seconds, namely average …


2022


2022 59 patent

Vehicle following behavior modeling method based on Transformer-WGAN

CN CN115630683A 徐东伟 浙江工业大学

Priority 2022-09-14 • Filed 2022-09-14 • Published 2023-01-20

2. The method of claim 1, wherein the method for modeling vehicle-following behavior based on Transformer-WGAN is characterized in that: acquiring state sequence data of a plurality of groups of following vehicles and vehicle

  

2022  60 atent

Micro-seismic signal denoising method combining WGAN-GP and SADNet

CN CN115600089A 余梅 三峡大学(Cn

Priority 2022-09-02 • Filed 2022-09-02 • Published 2023-01-13

1. A micro-seismic signal denoising method combining WGAN-GP and SADNet is characterized by comprising the following steps: inputting a microseism signal sample into a WGAN-GP network, adding a noise signal condition, generating a large number of training sample sets by generating a confrontation …


2022 61 patent

… system for predicting underground dust concentration of coal mine based on WGAN

CN CN115310361A 秦波涛 中国矿业大学

Priority 2022-08-16 • Filed 2022-08-16 • Published 2022-11-08

9. The WGAN-CNN-based coal mine dust concentration prediction system of claim 8, the prediction model building module further comprises: and the reliability inspection unit is used for inputting the test data set into the coal mine underground dust concentration prediction model to obtain a …

2022 -atent

Satellite cloud picture prediction method based on WGAN-GP network and optical …

CN CN115546257A 谈玲 南京信息工程大学

Priority 2022-08-09 • Filed 2022-08-09 • Published 2022-12-30

5. The W

2022 62 patent

Semi-supervised malicious flow detection method based on improved WGAN-GP

CN CN115314254A 刘胜利 中国人民解放军战略支援部队信息工程大学

Priority 2022-07-07 • Filed 2022-07-07 • Published 2022-11-08

The invention belongs to the technical field of malicious traffic detection, and particularly relates to a semi-supervised malicious traffic detection method based on improved WGAN-GP. The method carries out detection according to the established semi-supervised malicious flow detection model.


2022 63 iatent

XRF-EGAN model-based soil XRF spectrogram background subtraction method

CN CN114861541A 赵彦春 电子科技大学长三角研究院(湖州)

Priority 2022-05-13 • Filed 2022-05-13 • Published 2022-08-05

and step 3: and loading an XRF-EGAN generator network model, carrying out XRF spectrum background deduction on new soil XRF spectrum data measured by an XRF fluorescence analyzer by using the XRF-EGAN generator network, and obtaining output after background deduction. 4. The XRF-EGAN model-based …

 

2023 64  patent 55

Laplace noise and Wasserstein regularization-based multi-test EEG source …

CN CN116152372A 刘柯 重庆邮电大学

Priority 2023-02-07 • Filed 2023-02-07 • Published 2023-05-23

s4, establishing a multi-test robust EEG diffuse source imaging model based on Laplace noise and Wasserstein regularization in a projection space according to the lead matrix, the difference operator and the minimum distance matrix, and obtaining a multi-test estimated source by utilizing an ADMM …


2022 65. patent

… recognition domain self-adaption method and system combining Wasserstein …

CN CN115601535A 陈元姣 杭州电子科技大学(Cn

Priority 2022-11-08 • Filed 2022-11-08 • Published 2023-01-13

5. The chest radiograph abnormality recognition domain adaptation method combining Wasserstein distance and difference measure of claim 4, wherein the construction of the total objective function through the obtained Wasserstein distance and contrast domain difference in step S3 comprises the …


2022 66

Telecom customer churn prediction method based on condition Wasserstein GAN

CN CN115688048A 苏畅 重庆邮电大学

Priority 2022-10-31 • Filed 2022-10-31 • Published 2023-02-03

3. the method of claim 2, wherein the conditional Wasserstein GAN-based telecommunications customer churn prediction method comprises: in S2, the mixed attention mechanism CBAM includes two parts: channel attention module CAM and spatial attention module SAM; the overall attention process for CBAM …


2022 67

Road network pixelation-based Wasserstein generation countermeasure flow data …

CN CN115510174A 王蓉 重庆邮电大学

Priority 2022-09-29 • Filed 2022-09-29 • Published 2022-12-23

6. The road network pixelation-based Wasserstein generation countermeasure network traffic data interpolation method as claimed in claim 1, wherein the process of repairing missing data by a road network traffic data generation countermeasure network model comprises: splicing traffic flow data to …


2022 68

Maximum slice Wasserstein measurement-based pedestrian target association …

CN CN115630190A 陈亮 南京信息技术研究院

Priority 2022-09-07 • Filed 2022-09-07 • Published 2023-01-20

5. The method for monitoring network pedestrian target association based on maximum slice Wasserstein measurement as claimed in claim 1, wherein said step S4 specifically comprises the steps of: s401: associating R' according to cross-mirror pedestrian target " j According to (C) i1 T i1,j1 T i, …


2022 69  see 2018 patent  

Wasserstein distance-based battery SOH estimation method and device

CN CN114839552A 林名强 泉州装备制造研究所

Priority 2022-04-08 • Filed 2022-04-08 • Published 2022-08-02

3. The wasserstein distance-based battery SOH estimation method according to claim 1, wherein: in S1, the aging data of the pouch batteries is specifically aging data of eight nominal 740Ma · h pouch batteries recorded in advance. 4. A wasserstein distance-based ba

<—312 till 2021 

    + 69  patents in 2022

  = 381  patents  till  2022

end 2022 e22

Start 2023


2023  1  patent news

Chongqing Post and Telecommunication Univ's Patent Application for Theme Modeling Method Based on Wasserstein Auto-Encoder and Gaussian Mixture Distribution as Prior
Global IP News. Telecom Patent News; New Delhi [New Delhi]. 06 Jan 2023.  
Cite  Email
Full Text   DetailsFull text


 
2023 2  patent news 
State Intellectual Property Office of China Receives Chongqing Post and Telecommunication Univ's Patent Application for Theme Modeling Method Based on Wasserstein Auto-Encoder and Gaussian...
Global IP News. Telecom Patent News, Jan 6, 2023
Newspaper Article  Full Text Online
 

2023 3  patent

一种基于WGAN-Unet...
03/2023
Patent  Available Online

Open Access
[Chinese.
A WGAN-Unet based...|



 
2023 4. patent news
Univ Jiliang China Submits Chinese Patent Application for Early Fault Detection Method Based on Wasserstein...
Global IP News. Measurement & Testing Patent News, 03/2023
NewsletterCitation Online
Univ Qinghua Seeks Patent for Rotating Machine State Monitoring Method Based on Wasserstein...
Global IP News. Tools and Machinery Patent News, 03/2023
NewsletterCitation Online
 Quick Look
Univ Jiliang China Submits Chinese Patent Application for Early Fault Detection Method Based on Wasserstein...
Global IP News: Measurement & Testing Patent News, Mar 15, 2023
Newspaper ArticleCitation Online
Univ Qinghua Seeks Patent for Rotating Machine State Monitoring Method Based on Wasserstein...
Global IP News: Tools and Machinery Patent News, Mar 1, 2023
Newspaper ArticleCitation Online
 


2023 5. -patent news Wire Feed
Wuxi Cansonic Medical Science & Tech Seeks Patent for FC-VoVNet and WGAN-Based B Ultrasonic Image Denoising Method

Global IP News. Optics & Imaging Patent News; New Delhi [New Delhi]. 23 Mar 2023.  

DetailsFull text

Wuxi Cansonic Medical Science & Tech Seeks Patent for FC-VoVNet and WGAN-Based B Ultrasonic Image Denoising Method

Global IP News. Optics & Imaging Patent News; New Delhi [
The patent application number is CN202011617451 2
 
 
 2023 6 patent news see journal article
Quanzhou Institute of Equipment Mfg Submits Chinese Patent Application for Wasserstein...
Global IP News. Electrical Patent News, 04/2023
Newsletter  Full Text Online
Wasserstein PAC-Bayes Learning: A Bridge Between Generalisation and Optimisation

Quanzhou Institute of Equipment Mfg Submits Chinese Patent Application for Wasserstein...
Global IP News: Electrical Patent News, Apr 10, 2023
Newspaper Article

 2023 7 patent news see2022 patent
Xiao Fuyuan Applies for Patent on Application of Evidence Wasserstein...
Global IP News: Software Patent News, Apr 5, 2023
Newspaper ArticleCitation Online
 Evidence Wasserstein Distance Algorithm in Aspect of Component


2023 8. patent news. Wire Feed
Quanzhou Institute of Equipment Mfg Submits Chinese Patent Application for Wasserstein Distance-Based Battery SOH (State of Health) Estimation Method and Device
Global IP News. Electrical Patent News; New Delhi [New Delhi]. 10 Apr 2023.  
 

2023 9. patent news Wire Feed
Xiao Fuyuan Applies for Patent on Application of Evidence Wasserstein Distance Algorithm in Aspect of Component Identification
Global IP News. Software Patent

 

2023 10  patent
US Patent Issued to CGG SERVICES on April 25 for 

"Methods and devices performing adaptive quadratic Wasserstein...

US Fed News Service, Including US State News, 04/2023


023 11  patent news  Wire Feed

CGG Services SAS Gets Patent for Methods and Devices Performing Adaptive Quadratic Wasserstein Full-Waveform Inversion

Global IP News. Information Technology Patent News; New Delhi [New Delhi]. 28 Apr 2023.  

 DetailsFull text



2023 12   patent

Method for enhancing grid deformation data based on Wasserstein generative adversarial network gradient penalty model used in image processing and data enhancement field, involves respectively warping medical endoscope image and deformation grid to obtain data enhanced medical endoscope image

CN115937038-A

Inventor(s) SHEN NHU P and LI J

Assignee(s) UNIV SHANGHAI

Derwent Primary Accession Number 

2023-42316D



2023 13 patent news
CGG Services SAS Gets Patent for Methods and Devices Performing Adaptive Quadratic Wasserstein Full-Waveform Inversion
Global IP News. Information Technology Patent News, 04/2023
Newsletter  Full Text Online

 

2023 14 patent news
Univ Jiliang China Submits Chinese Patent Application for Early Fault Detection Method Based on Wasserstein Distanc
Global IP News. Measurement & Testing Patent News, 03/2023
Newsletter  Full Text Online

2023 15 patent news
Xiao Fuyuan Applies for Patent on Application of Evidence Wasserstein Distance Algorithm in Aspect of Component Identification
Global IP News. Software Patent News, 04/2023
Newsletter  Full Text Online
 
2023 16 patent news
Univ Qinghua Seeks Patent for Rotating Machine State Monitoring Method Based on Wasserstein Depth Digital Twinborn Model
Global IP News. Tools and Machinery Patent News, 03/2023
Newsletter  Full Text Online

 
2023 17 patent news
US Patent Issued to CGG SERVICES on April 25 for "Methods and devices performing adaptive quadratic Wasserstein full-waveform...
US Fed News Service, Including US State News, 04/2023
Newsletter  Full Text Online
 
2023 18 patent news
Quanzhou Institute of Equipment Mfg Submits Chinese Patent Application for Wasserstein Distance-Based Battery SOH (State of...
Global IP News. Electrical Patent News, 04/2023
Newsletter  Full Text Online

2023 19  patent news
Billionaire’s Love Child Sues His Other Kids for $100M: Bruce Wasserstein died in 2009, but a feud over his assets rages on
by Kirsch, Noah
The Daily Beast, May 2, 2023
Newspaper Article  Full Text Online


2023. 20 PATENT

Monitoring network pedestrian target association method based on maximum slice Wasserstein measurement

JU LIWEI ; CHEN LIANG ; LI QI ; ZHANG JING

2023

OPEN ACCESS

Monitoring network pedestrian target association method based on maximum slice Wasserstein measurement

 
 

2023 21  PATENT

METHOD AND APPARATUS FOR CONDITIONAL DATA GENRATION USING CONDITIONAL WASSERSTEIN GENERATOR

CHO MYUNG HEE ; LEE KYUNG BOK ; KIM YOUNG GEUN

2023

OPEN ACCESS

METHOD AND APPARATUS FOR CONDITIONAL DATA GENRATION USING CONDITIONAL WASSERSTEIN GENERATOR

 

2023 22  PATENT

Wasserstein distance and difference measurement-combined chest radiograph anomaly recognition domain self-adaptive method and Wasserstein distance and difference measurement-combined chest radiograph anomaly recognition domain self-adaptive system

CHEN YUANJIAO ; HE BISHI ; WANG DIAO ; XU ZHE ; CHEN HUI

2023

OPEN ACCESS

Wasserstein distance and difference measurement-combined chest radiograph anomaly recognition domain self-adaptive method and Wasserstein distance and difference measurement-combined chest radiograph anomaly recognition...

 

2023 23 payent

一种基于Laplace噪声和Wasserstein正则的多试次EEG源成像方法

2023

OPEN ACCESS

一种基于Laplace噪声和Wasserstein正则的多试次EEG源成像方法

 [Chinese A Multi-trial EEG Source Imaging Method Based on Laplace Noise and Wasserstein Regularization]


 



  

2023 24. patent news. NEWSLETTER ARTICLE

Wuxi Cansonic Medical Science & Tech Seeks Patent for FC-VoVNet and WGAN-Based B Ultrasonic Image Denoising Method

New Delhi: Pedia Content Solutions Pvt. Ltd

Global IP News. Optics & Imaging Patent News, 2023


2023 25. patent news. NEWSLETTER ARTICLE

Wuxi Cansonic Medical Science & Tech Seeks Patent for FC-VoVNet and WGAN-Based B Ultrasonic Image Denoising Method

New Delhi: Pedia Content Solutions Pvt. LtdGlobal IP News. Optics & Imaging Patent News, 2023

 ... Status: Application Beijing, March 23 -- Wuxi Cansonic Medical Science & Tech has sought patent for FC-VoVNet and WGAN-based B ultrasonic image denoising method...


 

2023 26. PATENT

Adversarial sample generation method and system based on WGAN-Unet

CHEN YUQING ; SUN LEI ; QIN ZHONGYUAN ; YAO TIAN ; ZHANG QUNFANG

2023

OPEN ACCESS

 

2023.27  PATENT

Transform-WGAN-based vehicle following behavior modeling method

XU DONGWEI ; GAO GUANGYAN ; LI JIANGPENG ; LI CHENGBIN

2023

OPEN ACCESS


2023 28. PATENT

WGAN-GP and SADNet combined microseismic signal denoising method

SHENG GUANQUN ; MA KAI ; JING TANG ; WANG XIANGYU ; ZHENG YUELIN ; YU MEI

2023

OPEN ACCESS


2023. 29. PATENT

Building photovoltaic data completion method based on WGAN and whale optimization algorithm

CUI LEI ; LI FENG ; YANG YANG ; YIN JIE ; CAO QINGWEI ; LI DONG ; GUO XI ; CAO KENAN

2023

OPEN ACCESS


2023.30   PATENT

Software measurement defect data augmentation method based on VAE and WGAN

GUO ZHAOYANG

2023

OPEN ACCESS

 



2023 31 PATENT

一种基于改进WGAN网络的轴承故障诊断方法

2023

OPEN ACCESS

[Chinese. Bearing Fault Diagnosis Method Based on Improved WGAN Network]


2023 32. PATENT

一种基于S变换/WGAN解决输卤管道泄漏数据不平衡的算法

2023

OPEN ACCESS

[Chinese. An Algorithm Based on S-Transform/WGAN to Solve the Data Imbalance of Brine Pipeline Leakage]


2023. 33. PATENT

基于SVAE-WGAN模型的局部放电故障数据增强处理方法及装置

2023

OPEN ACCESS

[Chinese. Partial discharge fault data enhancement processing method and device based on SVAE-WGAN model]

  

2023. 34. PATENT

基于改进WGAN-GPAlxnet的轴承故障诊断方法

2023

OPEN ACCESS

[Chinese. ]

CN CN115962946A 付文龙 三峡大学

2023. 35. PATENT

一种基于WGAN-GP模型的网格形变数据增强方法

2023

OPEN ACCESS

[Chinese. Bearing fault diagnosis method based on improved WGAN-GP and Alxnet] 置,Δgg-g 0 g 0 为原图-原图的形变网格。 8.根据权利要求6所述的一种




2023 36 patent

Method for detecting abnormality of water supply pipe network by using computer device, involves calculating Wasserstein similarity between node monitoring value vector and predicted value vector, and performing pipe network abnormality judgment according to Wamerstein similarity

CN116108604-A

Inventor(s) XIA Z and WANG J

Assignee(s) SICHUAN AOTU ENVIRONMENTAL PROTECTION

Derwent Primary Accession Number 

2023-54767T

 
2023 37

 Method for modeling a vehicle following behavior based on WGAN, involves making discriminator difficult to judge result of prediction is false, so as to minimize error between prediction result and real result

CN115630683-A

Inventor(s) LI JLI C; (...); XU D

Assignee(s) UNIV ZHEJIANG TECHNOLOGY

Derwet Primary Accession Number 

2023-13424N


2023 38

Satellite cloud image prediction method based on WGAN-GP network and optical flow method, involves inputting historical satellite cloud imge data into generator of trained dual-discriminator network to obtain prediction result

CN115546257-A

Inventor(s) XIA JKANG R and TAN L

Assignee(s) UNIV NANJING INFORMATION SCI & TECHNOLOG

Derwent Primary Accession Number 

2023-05050N


2023 39

Anti-sample generating system based on WGAN-Unet for intelligent traffic, has generator for constructing Unet architecture according to original sample data, performing feature extraction on input sample, pool and up-sampling, and outputting confrontation disturbance corresponding to original sample

CN115761399-A

Inventor(s) CHEN YSUN L; (...); QIN Z

Assignee(s) UNIV SOUTHEAST

Derwent Primary Accession Number 

2023-26661P


2023 40

Building photovoltaic data completion method based on WGAN and whale optimization algorithm for a residential building, a commercial building, an office building, and an industrial building, involves obtaining historical photovoltaic output data on building roofs and preprocessing the data

CN115688982-A

Inventor(s) YANG YCAO K; (...); CUI L

Assignee(s) HUANENG JIANGSU INTEGRATED ENERGY SERVIC

Derwent Primary Accession Number 

2023-195556


2023 41 patent

Bearing fault diagnosis method based on improved WGAN network

CN CN116223038A 张辉 江苏科技大学

Priority 2023-01-09 • Filed 2023-01-09 • Published 2023-06-06

5. The method for diagnosing bearing failure based on the improved WGAN network as claimed in claim 4, wherein: the R-FCN network model is built in the step (3.2) as a discriminator model for improving the WGAN network, the discriminator model is utilized to judge the picture generated by the …


2023 42 patent

Bearing fault diagnosis method based on improved WGAN-GP and Alxnet

CN CN115962946A 付文龙 三峡大学

Priority 2023-01-18 • Filed 2023-01-18 • Published 2023-04-14

8. The bearing fault diagnosis method based on improved WGAN-GP and Alxnet according to claim 1, characterized in that: the step 5 comprises the following steps: s5.1: taking the expanded balanced data set as input, and extracting deep features through the convolutional layer, the Relu activation …


2023 43

Electronic device for colorizing black and white image using gan based model …

KR KR20230025676A 이범식 조선대학교산학협력단

Priority 2023-02-03 • Filed 2023-02-03 • Published 2023-02-22

According to claim 4, The GAN-based model is trained using a total loss (L total ) considering all pixel wise (L1) loss function (L L1 ), VGG loss function (L VGG ), and WGAN loss function (L wgan ), The pixel wise (L1) loss function (L L1 ), the VGG loss function (L VGG ), the WGAN loss function ( …



2023 44 patent see 2022

Bearing fault diagnosis method based on improved WGAN-GP and Alxnet

CN CN115962946A 付文龙 三峡大学

Priority 2023-01-18 • Filed 2023-01-18 • Published 2023-04-14

8. The bearing fault diagnosis method based on improved WGAN-GP and Alxnet according to claim 1, characterized in that: the step 5 comprises the following steps: s5.1: taking the expanded balanced data set as input, an

 

2023 45. patent 55

Laplace noise and Wasserstein regularization-based multi-test EEG source …

CN CN116152372A 刘柯 重庆邮电大学

Priority 2023-02-07 • Filed 2023-02-07 • Published 2023-05-23

s4, establishing a multi-test robust EEG diffuse source imaging model based on Laplace noise and Wasserstein regularization in a projection space according to the lead matrix, the difference operator and the minimum distance matrix, and obtaining a multi-test estimated source by utilizing an ADMM …


<—381 titles   before 2023

     + 45  patents in 2023

    = 426  patents  till 2013

end 2023. E23

426  patents   till 2023

+ 30 unsorted titles below

 =  456 total 

   

————————————— 30 titles not sorted by year—>


start unsorted by year titles

——31 patent titles from Web of Science —>


1.

Wavelet transformation local characteristic scale decomposition Wasserstein distance based pipeline leakage signal de-noising method, involves reconstructing effective component, and expressing leakage signal after removing noise component

Patent Number: CN112539887-A

Patent Assignee: UNIV NORTHEAST PETROLEUM

Inventor(s): DONG H; ZHOU Y; LU J; et al.


2.

Anti-domain adaptive model training method comprises e.g. configuring source domain embedding extractor and target domain embedding extractor share some layer parameters to speaker discriminator to obtain speaker loss and Wasserstein loss 

Patent Number: CN111797844-A 

Patent Assignee: SUZHOU AISPEECH INFORMATION TECHNOLOGY C 

Inventor(s): QIAN Y; CHEN Z; WANG S.

3

Generative adversarial network based single-stage target detection method, involves calculating target detection loss value of loss function constructed based on Wasserstein distance based on predicted target image and sample label 

Patent Number: CN111767962-A 

Patent Assignee: CHINESE ACAD SCI AUTOMATION INST 

Inventor(s): TANG S; ZHENG Q; ZHU H; et al.

4

Method for training condition generating type countermeasure network of an electronic device, involves providing condition generating type countermeasure network with generator, discriminator and Wasserstein generative adversarial network 

Patent Number: CN111582348-A 

Patent Assignee: UNIV WUHAN POLYTECHNIC 

Inventor(s): LI Y; XU X; YUAN C.


5.

Auto encoder Wasserstein generative adversarial network based voice noise reduction method, involves obtaining and converting one-dimensional speech signals into one-dimensional discrete speech signals in test phase 

Patent Number: CN111564160-A 

Patent Assignee: UNIV CHONGQING POSTS & TELECOM 

Inventor(s): HU Z; XU X; LUO Y; et al.


 

6.

World harmonized light-duty vehicles test procedure face recognition algorithm, comprises preprocessing human face image e.g. white balance and pixel compression and calculating Wasserstein distance 

Patent Number: CN111488763-A 

Patent Assignee: UNIV TIANJIN QINGDAO OCEAN TECHNOLOGY 

Inventor(s): XU J; SHI X; WANG R; et al.

7

Wasserstein distance based rapid image enhancing method, involves inputting constructed data set into deep learning model, and inputting to-be-processed motion blur image into deep learning model to obtain clear and full-color image 

Patent Number: CN111476721-A 

Patent Assignee: UNIV CHONGQING POSTS & TELECOM 

Inventor(s): FENG J; QI S; WU S.


 

8.

Algorithm based on S-transform/Wasserstein GAN to solve unbalanced data leakage of brine pipeline, comprises e.g. transforming fault data to time-frequency-modular three-dimensional leak point picture through S transformation 

Patent Number: CN111460367-A 

Patent Assignee: HUAIYIN TECHNOLOGY INST 

Inventor(s): XU M; DING W; ZHAO J; et al.


 

9.

Method for performing adaptive image classification in depth domain based on Wasserstein distance, involves removing domain adaptation layer, and inputting target domain samples into model for classification to get accuracy 

Patent Number: CN111428803-A 

Patent Assignee: UNIV SHANDONG 

Inventor(s): WU Q; SUN S; LIU J; et al.


 

10.

Aluminum electrolysis fire eye image repair method for Wasserstein deep convolution generating an anti-network, involves extracting the center of the fire eye as the center, where distance is used to define the loss of the generator 

Patent Number: CN111192221-A 

Patent Assignee: UNIV CENT SOUTH 

Inventor(s): CHEN X; PAN M; XIE Y; et al.

 

11.

Method for deep self-coding embedded clustering based on Sliced-Wasserstein distance, involves processing self-encoding embedded clustering network when clustering network reaches preset threshold, and completing final clustering 

Patent Number: CN111178427-A 

Patent Assignee: UNIV HANGZHOU DIANZI 

Inventor(s): GUO C; RONG P; CHEN H; et al.


 

12.

Face gender discrimination algorithm based on Wasserstein distance involves building comparison libraries, calculating distance between target distribution and different distributions and selecting type closest to comparison library 

Patent Number: CN111046708-A 

Patent Assignee: UNIV TIANJIN QINGDAO OCEAN TECHNOLOGY 

Inventor(s): XU J; SHI X; WANG R; et al.


 

13.

Wasserstein distance and auto-encoder based semi-supervised deep learning fault diagnosis method, involves acquiring industrial continuous process data of fault category, inputting standardized data set to-be-tested into WASS-AE model 

Patent Number: CN111026058-A 

Patent Assignee: UNIV ZHEJIANG 

Inventor(s): GE Z; ZHANG H; SONG Z.


 

14.

BIRCH clustering and Wasserstein distance based wind power output typical scene generation method, involves obtaining non-leaf node branch parameter, leaf node branch parameter and wind electric scene maximum cluster radius threshold 

Patent Number: CN110929399-A 

Patent Assignee: STATE GRID JIANGSU ELECTRIC POWER CO LTD 

Inventor(s): TANG X; LI Q; WANG S; et al.


 

15.

Fault diagnosis method for deep combat migration network based on Wasserstein distance, involves obtaining data set of source domain, an establishment is made that feature-based transfer learning fault diagnosis model has feature extractor 

Patent Number: CN110907176-A 

Patent Assignee: UNIV HEFEI TECHNOLOGY 

Inventor(s): XU J; HUANG J; ZHOU L; et al.


16.

Training method for guaranteeing stable convergence of maximum and minimum loss function of generative confrontation network model (GAN) model, involves calculating countermeasure loss function Wasserstein format 

Patent Number: CN110826688-A 

Patent Assignee: JIANGSU AIJIA HOUSEHOLD PROD CO LTD 

Inventor(s): CHEN X; LV C; LIN S.


17.

Clean energy source power supply planning method involves constructing output uncertainty set, which is based on wind of the Wasserstein, and a power plan model is established under distributed robust optimization distance 

Patent Number: CN110797919-A CN110797919-B 

Patent Assignee: STATE GRID SICHUAN ELECTRIC POWER CO ECO; STATE GRID HENAN ELECTRIC POWER CO ECONO 

Inventor(s): WANG R; LIU Y; ZHU M; et al.


18.

Deep learning and Wasserstein distance metric based finger vein identification method, involves performing encoding operation on images, and utilizing similarity of Wasserstein distance metric as result of search identification 

Patent Number: CN110555382-A 

Patent Assignee: UNIV ZHEJIANG SCI-TECH 

Inventor(s): ZHANG N; TU X; BAO X; et al.


 

19.

Wasserstein distance based convolution neural network anti-transfer learning method, involves completing countermeasure migration learning of convolution neural network according to convergence criterion 

Patent Number: CN110414383-A 

Patent Assignee: UNIV HUAZHONG SCI & TECHNOLOGY 

Inventor(s): YUAN Y; ZHOU B; CHENG C; et al.


20.

Generated confrontation network based mushroom phenotype image generation method, involves obtaining Wasserstein distance similarity measurement index for establishing high-quality mushroom surface type image generating model 

Patent Number: CN110197514-A 

Patent Assignee: UNIV NANJING AGRIC 

Inventor(s): YUAN P; WU M; XU H; et al.


 

21.

Method for realizing data association in pedestrian tracking process based on Wasserstein metric, involves calculating Wasserstein distance of neural network, and performing data association operation in pedestrian tracking process 

Patent Number: CN110110670-A 

Patent Assignee: UNIV HANGZHOU DIANZI 

Inventor(s): GUO C; LIU Y; YING N; et al.


 

22.

Wasserstein anti-network based three- dimensional MRI image de-noising model establishing method, involves optimizing Wasserstein anti-network model, obtaining loss LRED-WGAN convergence value, and constructing optimized de-noising model 

Patent Number: CN110097512-A 

Patent Assignee: UNIV SICHUAN 

Inventor(s): ZHANG Y; RAN M; ZHOU J.


23.

Wasserstein GAN based photovoltaic array fault diagnosing method, involves diagnosing working condition time sequence voltage current and time data of photovoltaic array to judge whether array system is in failure state and fault type 

Patent Number: CN109660206-A CN109660206-B 

Patent Assignee: UNIV FUZHOU 

Inventor(s): LIN P; CHENG S; LU X; et al.


24.

Wasserstein histogram euclidean metric based image overlapping area blind detecting method, involves searching image block around initial block, locating image repeating area, and obtaining repeating area detecting result of image 

Patent Number: CN109360199-A 

Patent Assignee: UNIV NANJING TECHNOLOGY 

Inventor(s): DU Z; YE C; LI X; et al.


25.

Method for generating 3D pulmonary nodules, involves outputting 3D nodule, and obtaining 3D nodule generation model by training true nodule data against network DCGAN by depth convolution generation based on Wasserstein distance 

Patent Number: CN109146868-A 

Patent Assignee: BEIJING QINGYAN XIANGYUN TECHNOLOGY CO 

Inventor(s): WU J; ZHANG Q; HU F.


26.

Differential Wasserstein generative adversarial network based network safety state predicting method, involves performing core principle description and algorithm description processes to perform network safety state prediction process 

Patent Number: CN109120652-A 

Patent Assignee: UNIV CHONGQING POSTS & TELECOM 

Inventor(s): WANG Y; WANG T; ZHU J.


 

27.

Fusion Faster-RCNN Wasserstein encoder based image retrieval method, involves constructing local characteristic image database, and encrypting local feature map from encoder to finish fine granularity search operation of image 

Patent Number: CN109086437-A 

Patent Assignee: UNIV CHONGQING; UNIV GUILIN ELECTRONIC TECHNOLOGY 

Inventor(s): FENG Y; ZHANG Y; SHANG J; et al.


28—>2018 1
Method for generating digital handwriting based on double arbiter weight generating countermeasure network, involves performing theoretical analysis to dual discriminator Wasserstein generative adversarial network model33.

Patent Number: CN112598125-A

Patent Assignee: UNIV XIAN SCI & TECHNOLOGY; SHAANXI ZHONGYI TIMES TECHNOLOGY CO LTD

Inventor(s): LIU B; GAO N; HUANG M; et al.

Handwritten number generation method for generating countermeasure network based on double-discriminator weighting

29. 2014-2016

Method for computing Wasserstein barycenters of set of histograms under approximate dual and primal optimal variables, involves using numerical approximation of optimal transport distance incorporates entropic smoothing term of weight 

Patent Number: US2015293884-A1 JP2015203946-A 

Patent Assignee: UNIV KYOTO 

Inventor(s): CUTURI CAMETO M; CUTURI M.


30. 2012-2014

Method for enhancing and segmenting computed tomography angiography image of liver blood vessel, involves obtaining anisotropic characteristics of neighborhood image point based on liver and blood vessel Wasserstein distance 

Patent Number: CN102609913-A CN102609913-B 

Patent Assignee: UNIV ZHEJIANG 

Inventor(s): KONG D; PENG J; WANG J; et al.

https://patents.google.com › patent › CN102609913B

CN102609913B - Method for enhancing liver blood vessel and ...

Priority to CN201210014249.9A. 2012-07-25. Publication of CN102609913A. 2014-07-09. Application granted. 2014-07-09. Publication of CN102609913B ...




 



 

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