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基于值分解优化的多智能体深度强化学习方法研究 学位论文
工程硕士, 中国科学院自动化研究所: 中国科学院自动化研究所, 2021
Authors:  王凌霄
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深度强化学习  多智能体系统  价值函数分解算法  图神经网络  
A Survey on Smart Agriculture: Development Modes, Technologies, and Security and Privacy Challenges 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 273-302
Authors:  Xing Yang;  Lei Shu;  Jianing Chen;  Mohamed Amine Ferrag;  Jun Wu;  Edmond Nurellari;  Kai Huang
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Agricultural artificial intelligence  agricultural automation  agricultural Internet of Things  security  smart agriculture  
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
Authors:  Dimitri Bertsekas
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Dynamic programming  multiagent problems  neuro-dynamic programming  policy iteration  reinforcement learning, rollout  
Using Event-Based Method to Estimate Cybersecurity Equilibrium 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 455-467
Authors:  Zhaofeng Liu;  Ren Zheng;  Wenlian Lu;  Shouhuai Xu
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Cybersecurity dynamics  cybersecurity equilibrium  event-based method  global state estimation  preventive and reactive cyber defense dynamics  
A Multi-Layered Gravitational Search Algorithm for Function Optimization and Real-World Problems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 1, 页码: 94-109
Authors:  Yirui Wang;  Shangce Gao;  Mengchu Zhou;  Yang Yu
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Artificial intelligence  exploration and exploitation  gravitational search algorithm  hierarchical interaction  hierarchy  machine learning  population structure  
Fixed-Time Output Consensus Tracking for High-Order Multi-Agent Systems With Directed Network Topology and Packet Dropout 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 4, 页码: 817-836
Authors:  Junkang Ni;  Peng Shi;  Yu Zhao;  Zhonghua Wu
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Directed graph  fixed-time control  multi-agent system  output consensus tracking  packet dropout  
Distributed Subgradient Algorithm for Multi-Agent Optimization With Dynamic Stepsize 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 8, 页码: 1451-1464
Authors:  Xiaoxing Ren;  Dewei Li;  Yugeng Xi;  Haibin Shao
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Distributed optimization  dynamic stepsize  gradient method  multi-agent networks  
Deep Reinforcement Learning-Based Automatic Exploration for Navigation in Unknown Environment 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 6, 页码: 2064-2076
Authors:  Li, Haoran;  Zhang, Qichao;  Zhao, Dongbin
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Robot sensing systems  Navigation  Entropy  Neural networks  Task analysis  Planning  Automatic exploration  deep reinforcement learning (DRL)  optimal decision  partial observation  
ESI计算机科学领域热点论文(2020年05月) 其他
2020-05-18
Authors:  张桂英
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多机器人编队协同路径规划方法研究 学位论文
工学博士, 北京: 中国科学院大学, 2020
Authors:  眭泽智
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多机器人编队  协同路径规划  队形变换  队形保持与协同避碰  深度强化学习