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Deep-Reinforcement-Learning-Based Multitarget Coverage With Connectivity Guaranteed 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2023, 卷号: 19, 期号: 1, 页码: 121-132
作者:  Wu, Shiguang;  Pu, Zhiqiang;  Qiu, Tenghai;  Yi, Jianqiang;  Zhang, Tianle
收藏  |  浏览/下载：89/0  |  提交时间：2023/03/20
Robots  Optimization  Maintenance engineering  Task analysis  Informatics  Topology  Reinforcement learning  Connectivity maintenance  deep reinforcement learning (DRL)  multirobot system  multitarget coverage  
Multiexperience-Assisted Efficient Multiagent Reinforcement Learning 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2023, 页码: 1-15
作者:  Zhang TL(张天乐);  Liu Z(刘振);  Yi JQ(易建强);  Wu SG(吴士广);  Pu ZQ(蒲志强);  Zhao YJ(赵彦杰)
Adobe PDF(2718Kb)  |  收藏  |  浏览/下载：241/87  |  提交时间：2023/06/02
Attention Enhanced Reinforcement Learning for Multi agent Cooperation 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 15
作者:  Pu, Zhiqiang;  Wang, Huimu;  Liu, Zhen;  Yi, Jianqiang;  Wu, Shiguang
Adobe PDF(2967Kb)  |  收藏  |  浏览/下载：306/42  |  提交时间：2022/06/06
Training  Reinforcement learning  Games  Scalability  Task analysis  Standards  Optimization  Attention mechanism  deep reinforcement learning (DRL)  graph convolutional networks  multi agent systems  
Deep reinforcement learning based multi-target coverage with connectivity guaranteed 期刊论文
IEEE Transactions on Industrial Informatics, 2022, 期号: 2022, 页码: 1-12
作者:  Shiguang Wu;  Zhiqiang Pu;  Tenghai Qiu;  Jianqiang Yi;  Tianle Zhang
Adobe PDF(15731Kb)  |  收藏  |  浏览/下载：255/32  |  提交时间：2022/04/02
Multi-target coverage  multi-robot system  connectivity maintenance  deep reinforcement learning  
Generalized Actor-Critic Learning Optimal Control in Smart Home Energy Management 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 卷号: 17, 期号: 10, 页码: 6614-6623
作者:  Wei, Qinglai;  Liao, Zehua;  Shi, Guang
Adobe PDF(1229Kb)  |  收藏  |  浏览/下载：251/33  |  提交时间：2021/11/02
Optimal control  Process control  Smart homes  Dynamic programming  Numerical models  Iterative methods  Informatics  Actor-critic learning  adaptive critic designs  adaptive dynamic programming (ADP)  approximate dynamic programming  energy management  optimal control  smart grid  
Formation control with collision avoidance through deep reinforcement learning using model-guided demonstration 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2021, 卷号: 32, 期号: 6, 页码: 2358-2372
作者:  Zezhi Sui;  Zhiqiang Pu;  Jianqiang Yi;  Shiguang Wu
Adobe PDF(5344Kb)  |  收藏  |  浏览/下载：224/75  |  提交时间：2022/04/02
Collision avoidance  deep reinforcement learning (DRL)  formation control  leader–follower  
Asymptotically stable critic designs for approximate optimal stabilization of nonlinear systems subject to mismatched external disturbances 期刊论文
NEUROCOMPUTING, 2020, 卷号: 396, 页码: 201-208
作者:  Zhao, Bo;  Shi, Guang;  Wang, Ding
收藏  |  浏览/下载：207/0  |  提交时间：2020/07/06
Adaptive dynamic programming  Adaptive critic designs  Mismatched external disturbances  Disturbance observer  Optimal control  Neural networks  Nested tuning law  
An echo state network based approach to room classification of office buildings 期刊论文
NEUROCOMPUTING, 2019, 卷号: 333, 页码: 319-328
作者:  Shi, Guang;  Zhao, Bo;  Li, Chao;  Wei, Qinglai;  Liu, Derong
收藏  |  浏览/下载：302/0  |  提交时间：2019/07/12
Power consumption  Room classification  Echo state networks  Neural networks  
Error-Tolerant Iterative Adaptive Dynamic Programming for Optimal Renewable Home Energy Scheduling and Battery Management 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 卷号: 64, 期号: 12, 页码: 9527-9537
作者:  Wei, Qinglai;  Lewis, Frank L.;  Shi, Guang;  Song, Ruizhuo
收藏  |  浏览/下载：235/0  |  提交时间：2018/03/03
Adaptive Critic Designs  Adaptive Dynamic Programming (Adp)  Approximate Dynamic Programming  Home Energy Systems  Optimal Control  Smart Grid  
Optimization of electricity consumption in office buildings based on adaptive dynamic programming 期刊论文
SOFT COMPUTING, 2017, 卷号: 21, 期号: 21, 页码: 6369-6379
作者:  Shi, Guang;  Wei, Qinglai;  Liu, Derong
浏览  |  Adobe PDF(1611Kb)  |  收藏  |  浏览/下载：448/184  |  提交时间：2017/02/23
Office Buildings  Electricity Consumption Optimization  Battery Management  Optimal Control  Adaptive Dynamic Programming  Neural Networks