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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
Authors:  Wu, Shiguang;  Pu, Zhiqiang;  Qiu, Tenghai;  Yi, Jianqiang;  Zhang, Tianle
Favorite  |  View/Download：18/0  |  Submit date：2023/03/20
Robots  Optimization  Maintenance engineering  Task analysis  Informatics  Topology  Reinforcement learning  Connectivity maintenance  deep reinforcement learning (DRL)  multirobot system  multitarget coverage  
Velocity and input constrained distributed nash equilibrium seeking for multi-agent integrated game and control via event-triggered communication 期刊论文
NONLINEAR DYNAMICS, 2022, 卷号: 109, 页码: 2781-2798
Authors:  Pu, Zhiqiang;  Ai, Xiaolin;  Yi, Jianqiang
Adobe PDF(1775Kb)  |  Favorite  |  View/Download：82/0  |  Submit date：2022/07/25
Multi-agent systems  Integrated game and control  Velocity constraint  Input saturation  Event-triggered communication  
Attention Enhanced Reinforcement Learning for Multi agent Cooperation 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 15
Authors:  Pu, Zhiqiang;  Wang, Huimu;  Liu, Zhen;  Yi, Jianqiang;  Wu, Shiguang
Adobe PDF(2967Kb)  |  Favorite  |  View/Download：97/8  |  Submit date：2022/06/06
Training  Reinforcement learning  Games  Scalability  Task analysis  Standards  Optimization  Attention mechanism  deep reinforcement learning (DRL)  graph convolutional networks  multi agent systems  
知识和数据协同驱动的群体智能决策方法研究综述 期刊论文
自动化学报, 2022, 卷号: 48, 期号: 3, 页码: 1-17
Authors:  蒲志强;  易建强;  刘振;  丘腾海;  孙金林;  李非墨
Adobe PDF(1352Kb)  |  Favorite  |  View/Download：107/19  |  Submit date：2022/04/02
群体智能  知识与数据协同  多智能体  决策智能  
Fixed-Time Adaptive Fuzzy Control for Uncertain Nonstrict-Feedback Systems with Time-Varying Constraints and Input Saturations 期刊论文
IEEE Transactions on Fuzzy Systems, 2022, 卷号: 30, 期号: 4, 页码: 1114-1128
Authors:  Jinlin Su;  Jianqiang Yi;  Zhiqiang Pu
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Adaptive fuzzy control  fixed-time control  input saturation  nonstrict-feedback systems  time-varying constraints  
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
Authors:  Zhiqiang Pu;  Huimu Wang;  Zhen Liu;  Jianqiang Yi;  Shiguang Wu
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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
Authors:  Shiguang Wu;  Zhiqiang Pu;  Tenghai Qiu;  Jianqiang Yi;  Tianle Zhang
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Multi-target coverage  multi-robot system  connectivity maintenance  deep reinforcement learning  
Fixed-time adaptive observer-based time-varying formation control for multi-agent systems with directed topologies 期刊论文
NEUROCOMPUTING, 2021, 卷号: 463, 页码: 483-494
Authors:  Xiong, Tianyi;  Gu, Zhou;  Yi, Jianqiang;  Pu, Zhiqiang
Favorite  |  View/Download：85/0  |  Submit date：2021/11/04
Directed topologies  Formation control  Fixed-time observer  Multi-agent systems  
On the Principle and Applications of Conditional Disturbance Negation 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 卷号: 51, 期号: 11, 页码: 6757-6767
Authors:  Pu, Zhiqiang;  Sun, Jinlin;  Yi, Jianqiang;  Gao, Zhiqiang
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Observers  Couplings  Control design  Uncertainty  System dynamics  Analytical models  Sun  Conditional disturbance negation (CDN)  coupling  disturbance rejection  information-centric control  observer  
Multi-agent Collaborative Learning with Relational Graph Reasoning in Adversarial Environments 会议论文
, 线上会议, 2021-9
Authors:  Wu Shiguang;  Qiu Tenghai;  Pu Zhiqiang;  Yi Jianqiang
Adobe PDF(1396Kb)  |  Favorite  |  View/Download：79/12  |  Submit date：2022/06/16