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Achieving 500X Acceleration for Adversarial Robustness Verification of Tree-Based Smart Grid Dynamic Security Assessment 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 3, 页码: 800-802
作者:  Chao Ren;  Chunran Zou;  Zehui Xiong;  Han Yu;  Zhao-Yang Dong;  Niyato Dusit
Adobe PDF(469Kb)  |  收藏  |  浏览/下载：132/52  |  提交时间：2024/02/19
Parallel Learning: Overview and Perspective for Computational Learning Across Syn2Real and Sim2Real 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 3, 页码: 603-631
作者:  Qinghai Miao;  Yisheng Lv;  Min Huang;  Xiao Wang;  Fei-Yue Wang
Adobe PDF(11937Kb)  |  收藏  |  浏览/下载：958/153  |  提交时间：2023/03/02
Machine learning  parallel learning  parallel systems  sim-to-real  syn-to-real  virtual-to-real  
A Primal-Dual SGD Algorithm for Distributed Nonconvex Optimization 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 5, 页码: 812-833
作者:  Xinlei Yi;  Shengjun Zhang;  Tao Yang;  Tianyou Chai;  Karl Henrik Johansson
Adobe PDF(2533Kb)  |  收藏  |  浏览/下载：221/64  |  提交时间：2022/04/24
Distributed nonconvex optimization  linear speedup  Polyak-Łojasiewicz (P-Ł) condition  primal-dual algorithm  stochastic gradient descent  
Sampling Methods for Efficient Training of Graph Convolutional Networks: A Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 2, 页码: 205-234
作者:  Xin Liu;  Mingyu Yan;  Lei Deng;  Guoqi Li;  Xiaochun Ye;  Dongrui Fan
Adobe PDF(2300Kb)  |  收藏  |  浏览/下载：254/54  |  提交时间：2021/11/03
Efficient training  graph convolutional networks (GCNs)  graph neural networks (GNNs)  sampling method  
Orientation Field Code Hashing: A Novel Method for Fast Palmprint Identification 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 5, 页码: 1038-1051
作者:  Xi Chen;  Ming Yu;  Feng Yue;  Bin Li
Adobe PDF(9258Kb)  |  收藏  |  浏览/下载：200/28  |  提交时间：2021/04/09
Biometric system  hashing  orientation feature  palmprint identification  
Efficient and High-quality Recommendations via Momentum-incorporated Parallel Stochastic Gradient Descent-Based Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 402-411
作者:  Xin Luo;  Wen Qin;  Ani Dong;  Khaled Sedraoui;  MengChu Zhou
Adobe PDF(5091Kb)  |  收藏  |  浏览/下载：221/70  |  提交时间：2021/04/09
Big data  industrial application  industrial data  latent factor analysis  machine learning  parallel algorithm  recommender system (RS)  stochastic gradient descent (SGD)  
Multiagent Reinforcement Learning:Rollout and Policy Iteration 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 249-272
作者:  Dimitri Bertsekas
Adobe PDF(2312Kb)  |  收藏  |  浏览/下载：167/40  |  提交时间：2021/04/09
Dynamic programming  multiagent problems  neuro-dynamic programming  policy iteration  reinforcement learning, rollout  
Path Planning for Intelligent Robots Based on Deep Q-learning With Experience Replay and Heuristic Knowledge 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 4, 页码: 1179-1189
作者:  Lan Jiang;  Hongyun Huang;  Zuohua Ding
Adobe PDF(1955Kb)  |  收藏  |  浏览/下载：134/52  |  提交时间：2021/03/11
Deep Q-learning (DQL)  experience replay (ER)  heuristic knowledge (HK)  path planning  
A Spatial-Temporal Attention Model forHuman Trajectory Prediction 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 4, 页码: 965-974
作者:  Xiaodong Zhao;  Yaran Chen;  Jin Guo;  Dongbin Zhao
Adobe PDF(42191Kb)  |  收藏  |  浏览/下载：147/33  |  提交时间：2021/03/11
Attention mechanism  long-short term memory (LSTM)  spatial-temporal model  trajectory prediction  
Post-Processing Time-Aware Optimal Scheduling of Single Robotic Cluster Tools 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 2, 页码: 597-605
作者:  QingHua Zhu;  Yan Qiao;  NaiQi Wu;  Yan Hou
Adobe PDF(3300Kb)  |  收藏  |  浏览/下载：184/65  |  提交时间：2021/03/11
Cluster tool  discrete event systems  optimization  robotic systems  scheduling