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Generating Adversarial Samples on Multivariate Time Series using Variational Autoencoders 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 9, 页码: 1523-1538
作者:  Samuel Harford;  Fazle Karim;  Houshang Darabi
Adobe PDF(12886Kb)  |  收藏  |  浏览/下载：136/43  |  提交时间：2021/09/03
Adversarial machine learning  deep learning  multivariate time series  perturbation methods  
Contrastive Self-supervised Representation Learning Using Synthetic Data 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 4, 页码: 556-567
作者:  Dong-Yu She;  Kun Xu
Adobe PDF(993Kb)  |  收藏  |  浏览/下载：193/44  |  提交时间：2021/07/20
Self-supervised learning  contrastive learning  synthetic image  convolutional neural network  representation learning  
Ensuring the Correctness of Regular Expressions: A Review 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 4, 页码: 521-535
作者:  Li-Xiao Zheng;  Shuai Ma;  Zu-Xi Chen;  Xiang-Yu Luo
Adobe PDF(1076Kb)  |  收藏  |  浏览/下载：125/37  |  提交时间：2021/07/20
Regular expressions  correctness  string generation  learning  static checking  verification  visualization, repairing  
A Cognitive Memory-Augmented Network for Visual Anomaly Detection 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 7, 页码: 1296-1307
作者:  Tian Wang;  Xing Xu;  Fumin Shen;  Yang Yang
Adobe PDF(6796Kb)  |  收藏  |  浏览/下载：170/61  |  提交时间：2021/06/11
Cognitive computing  density estimation  memory  visual analysis systems  visual anomaly detection  
CurveNet: Curvature-Based Multitask Learning Deep Networks for 3D Object Recognition 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 6, 页码: 1177-1187
作者:  A. A. M. Muzahid;  Wanggen Wan;  Ferdous Sohel;  Lianyao Wu;  Li Hou
Adobe PDF(3792Kb)  |  收藏  |  浏览/下载：160/28  |  提交时间：2021/06/11
3D shape analysis  convolutional neural network  DNNs  object classification  volumetric CNN  
Research on Transfer Learning of Vision-based Gesture Recognition 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 3, 页码: 422-431
作者:  Bi-Xiao Wu;  Chen-Guang Yang;  Jun-Pei Zhong
Adobe PDF(1688Kb)  |  收藏  |  浏览/下载：279/59  |  提交时间：2021/05/24
Transfer learning  gesture recognition  red-green-blue (RGB) Camera  Leap Motion  joint distribution adaptation (JDA)  
Deep Audio-Visual Learning: A Survey 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 3, 页码: 351-376
作者:  Hao Zhu;  Man-Di Luo;  Rui Wang;  Ai-Hua Zheng;  Ran He
Adobe PDF(1864Kb)  |  收藏  |  浏览/下载：212/43  |  提交时间：2021/05/24
Deep audio-visual learning  audio-visual separation and localization  correspondence learning  generative models  representation learning  
Prediction of Spatiotemporal Evolution of Urban Traffic Emissions Based on Taxi Trajectories 期刊论文
International Journal of Automation and Computing, 2021, 卷号: 18, 期号: 2, 页码: 219-232
作者:  Zhen-Yi Zhao;  Yang Cao;  Yu Kang;  Zhen-Yi Xu
Adobe PDF(1649Kb)  |  收藏  |  浏览/下载：138/46  |  提交时间：2021/04/22
Vehicle emission prediction  spatiotemporal gragh convolution  GPS trajectories  motor vehicle emission simulator (MOVES) model  feature sharing  
Energy Consumption Prediction of a CNC Machining Process With Incomplete Data 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 5, 页码: 987-1000
作者:  Jian Pan;  Congbo Li;  Ying Tang;  Wei Li;  Xiaoou Li
Adobe PDF(2661Kb)  |  收藏  |  浏览/下载：191/44  |  提交时间：2021/04/09
Energy consumption prediction  incomplete data  generative adversarial imputation nets (GAIN)  gene expression programming (GEP)  
Control of Non-Deterministic Systems With μ-Calculus Specifications Using Quotienting 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 5, 页码: 953-970
作者:  Samik Basu;  Ratnesh Kumar
Adobe PDF(2222Kb)  |  收藏  |  浏览/下载：112/22  |  提交时间：2021/04/09
Discrete event systems (DES)  non-deterministic plant  μ-calculus  supervisory control