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An Optimal Control-Based Distributed Reinforcement Learning Framework for A Class of Non-Convex Objective Functionals of the Multi-Agent Network 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 11, 页码: 2081-2093
作者:  Zhe Chen;  Ning Li
Adobe PDF(3366Kb)  |  收藏  |  浏览/下载：71/26  |  提交时间：2023/09/22
Distributed optimization  multi-agent  optimal control  reinforcement learning (RL)  
Finite-Time Attack Detection and Secure State Estimation for Cyber-Physical Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 10, 页码: 2032-2034
作者:  Mi Lv;  Yuezu Lv;  Wenwu Yu;  Haofei Meng
Adobe PDF(358Kb)  |  收藏  |  浏览/下载：49/20  |  提交时间：2023/09/07
Cyclic-Pursuit-Based Circular Formation Control of Mobile Agents with Limited Communication Ranges and Communication Delays 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1860-1870
作者:  Boyin Zheng;  Cheng Song;  Lu Liu
Adobe PDF(2298Kb)  |  收藏  |  浏览/下载：81/38  |  提交时间：2023/08/10
Circular formation control  communication delays  cyclic pursuit  heterogeneous communication ranges  
Development of a Bias Compensating Q-Learning Controller for a Multi-Zone HVAC Facility 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 8, 页码: 1704-1715
作者:  Syed Ali Asad Rizvi;  Amanda J. Pertzborn;  Zongli Lin
Adobe PDF(4532Kb)  |  收藏  |  浏览/下载：169/70  |  提交时间：2023/07/20
HVAC control  optimal tracking  Q-learning  reinforcement learning (RL)  
Survey on AI and Machine Learning Techniques for Microgrid Energy Management Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 7, 页码: 1513-1529
作者:  Aditya Joshi;  Skieler Capezza;  Ahmad Alhaji;  Mo-Yuen Chow
Adobe PDF(4919Kb)  |  收藏  |  浏览/下载：190/84  |  提交时间：2023/06/14
Consensus  energy management system (EMS)  reinforcement learning  supervised learning  
Group-Consensus of Hierarchical Containment Control for Linear Multi-Agent Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1462-1474
作者:  Jingshu Sang;  Dazhong Ma;  Yu Zhou
Adobe PDF(37488Kb)  |  收藏  |  浏览/下载：129/38  |  提交时间：2023/05/29
Group-consensus behavior  hierarchical containment control  linear multi-agent systems  three-layer topology  
Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 6, 页码: 1361-1387
作者:  Sibo Cheng;  César Quilodrán-Casas;  Said Ouala;  Alban Farchi;  Che Liu;  Pierre Tandeo;  Ronan Fablet;  Didier Lucor;  Bertrand Iooss;  Julien Brajard;  Dunhui Xiao;  Tijana Janjic;  Weiping Ding;  Yike Guo;  Alberto Carrassi;  Marc Bocquet;  Rossella Arcucci
Adobe PDF(17725Kb)  |  收藏  |  浏览/下载：113/30  |  提交时间：2023/05/29
Data assimilation (DA)  deep learning  machine learning (ML)  reduced-order-modelling  uncertainty quantification (UQ)  
Path Following of Underactuated Autonomous Surface Vessels With Surge Velocity Constraint and Asymmetric Saturation 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 5, 页码: 1343-1345
作者:  Yalei Yu;  Chen Guo;  Tieshan Li
Adobe PDF(1341Kb)  |  收藏  |  浏览/下载：100/37  |  提交时间：2023/04/26
A Novel Obstacle Avoidance Consensus Control for Multi-AUV Formation System 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 5, 页码: 1304-1318
作者:  Linling Wang;  Daqi Zhu;  Wen Pang;  Chaomin Luo
Adobe PDF(7036Kb)  |  收藏  |  浏览/下载：136/56  |  提交时间：2023/04/26
Autonomous underwater vehicle (AUV)  event-triggered control  fixed-time consensus  formation obstacle avoidance  improved artificial potential field and leader-follower strategy (IAPF-LF)  
A Data-Based Feedback Relearning Algorithm for Uncertain Nonlinear Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 5, 页码: 1288-1303
作者:  Chaoxu Mu;  Yong Zhang;  Guangbin Cai;  Ruijun Liu;  Changyin Sun
Adobe PDF(4205Kb)  |  收藏  |  浏览/下载：242/113  |  提交时间：2023/04/26
Data episodes  experience replay  neural networks  reinforcement learning (RL)  uncertain systems