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CASIA OpenIR
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Multi-Target Encirclement with Collision Avoidance via Deep Reinforcement Learning using Relational Graphs 会议论文
, Philadelphia, PA, USA, May 23-27, 2022
作者:  Zhang TL(张天乐);  Liu Z(刘振);  Pu ZQ(蒲志强);  Yi JQ(易建强)
Adobe PDF(4277Kb)  |  收藏  |  浏览/下载：160/36  |  提交时间：2023/06/12
Robot Subgoal-guided Navigation in Dynamic Crowded Environments with Hierarchical Deep Reinforcement Learning 期刊论文
International Journal of Control, Automation and Systems, 2023, 页码: 1-13
作者:  Zhang TL(张天乐);  Liu Z(刘振);  Pu ZQ(蒲志强);  Yi JQ(易建强);  Liang YY(梁延研);  Zhang D(张渡)
Adobe PDF(6472Kb)  |  收藏  |  浏览/下载：180/38  |  提交时间：2023/06/12
Multi-robot cooperative target encirclement through learning distributed transferable policy 会议论文
, Online, July 19-24
作者:  Zhang Tianle;  Liu Zhen;  Wu Shiguang;  Pu Zhiqiang;  Yi Jianqiang
Adobe PDF(949Kb)  |  收藏  |  浏览/下载：217/66  |  提交时间：2022/06/16
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：344/51  |  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：281/33  |  提交时间：2022/04/02
Multi-target coverage  multi-robot system  connectivity maintenance  deep reinforcement learning  
Attention enhanced reinforcement learning for multi-agent cooperation 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2022, 期号: 2022, 页码: 1-15
作者:  Zhiqiang Pu;  Huimu Wang;  Zhen Liu;  Jianqiang Yi;  Shiguang Wu
Adobe PDF(2967Kb)  |  收藏  |  浏览/下载：244/48  |  提交时间：2022/04/02
Attention mechanism  deep reinforcement learning (DRL)  graph convolutional networks  multi agent systems  
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：254/83  |  提交时间：2022/04/02
Collision avoidance  deep reinforcement learning (DRL)  formation control  leader–follower  
Multi-Agent Hierarchical Cognition Difference Policy for Multi-Agent Cooperation 期刊论文
Algorithms, 2021, 期号: 14, 页码: 98
作者:  Huimu Wang;  Zhen Liu;  Jianqiang Yi;  Zhiqiang Pu
Adobe PDF(1155Kb)  |  收藏  |  浏览/下载：259/52  |  提交时间：2021/06/24
multiagent system  deep reinforcement learning  variational autoencoder  attention mechanism