CASIA OpenIR

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Boosting On-Policy Actor-Critic With Shallow Updates in Critic 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 页码: 10
作者:  Li, Luntong;  Zhu, Yuanheng
收藏  |  浏览/下载:14/0  |  提交时间:2024/07/03
Artificial neural networks  Vectors  Task analysis  Training  Representation learning  Approximation algorithms  Optimization  Actor-critic  deep reinforcement learning (DRL)  proximal policy optimization (PPO)  shallow reinforcement learning (SRL)  
Constrained Multi-Objective Optimization With Deep Reinforcement Learning Assisted Operator Selection 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 919-931
作者:  Fei Ming;  Wenyin Gong;  Ling Wang;  Yaochu Jin
Adobe PDF(2091Kb)  |  收藏  |  浏览/下载:92/38  |  提交时间:2024/03/18
Constrained multi-objective optimization  deep Q-learning  deep reinforcement learning (DRL)  evolutionary algorithms  evolutionary operator selection  
Network-Wide Traffic Signal Control Based on MARL With Hierarchical Nash-Stackelberg Game Model 期刊论文
IEEE ACCESS, 2023, 卷号: 11, 页码: 145085-145100
作者:  Shen, Hui;  Zhao, Hongxia;  Zhang, Zundong;  Yang, Xun;  Song, Yutong;  Liu, Xiaoming
收藏  |  浏览/下载:58/0  |  提交时间:2024/02/22
Games  Roads  Approximation algorithms  Q-learning  Multi-agent systems  Process control  Optimization  Reinforcement learning  Traffic control  Network-wide traffic signal control  hierarchical game model  multi-agent reinforcement learning  
Dependency-Aware Vehicular Task Scheduling Policy for Tracking Service VEC Networks 期刊论文
IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2023, 卷号: 8, 期号: 3, 页码: 2400-2414
作者:  Li, Chao;  Liu, Fagui;  Wang, Bin;  Chen, C. L. Philip;  Tang, Xuhao;  Jiang, Jun;  Liu, Jie
收藏  |  浏览/下载:143/0  |  提交时间:2023/11/17
Task analysis  Intelligent vehicles  Optimization  Processor scheduling  Vehicle dynamics  Heuristic algorithms  Costs  Deep reinforcement learning (DRL)  scheduling policy  tracking service  vehicular edge computing (VEC)  
Data Generation Feedback Relearning Control for Unmodeled Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE, 2023, 页码: 12
作者:  Zhang, Yong;  Mu, Chaoxu;  Zhao, Dongbin
收藏  |  浏览/下载:118/0  |  提交时间:2023/11/16
Data models  Real-time systems  Heuristic algorithms  Mathematical models  Adaptation models  Approximation algorithms  Cost function  Data generation model  feedback relearning control  delayed neural network  reinforcement learning  unmodeled nonlinear system  
PiCor: Multi-Task Deep Reinforcement Learning with Policy Correction 会议论文
Proceedings of the AAAI Conference on Artificial Intelligence, 美国 华盛顿, 2023.02.07 - 2023.02.14
作者:  Bai FS(白丰硕);  Zhang HM(张鸿铭);  Tao TY(陶天阳);  Wu ZH(武志亨);  Wang YN(王燕娜);  Xu B(徐博)
Adobe PDF(1663Kb)  |  收藏  |  浏览/下载:217/53  |  提交时间:2023/07/05
Reinforcement Learning Algorithms  Transfer  Domain Adaptation  Multi-Task Learning  
Event-Triggered Near-Optimal Control for Unknown Discrete-Time Nonlinear Systems Using Parallel Control 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2022, 页码: 15
作者:  Lu, Jingwei;  Wei, Qinglai;  Zhou, Tianmin;  Wang, Ziyang;  Wang, Fei-Yue
收藏  |  浏览/下载:246/0  |  提交时间:2022/07/25
Nonlinear systems  Optimal control  Control systems  Performance analysis  Stability criteria  Iterative algorithms  Heuristic algorithms  Adaptive dynamic programming (ADP)  event-triggered control  near-optimal control  parallel control  reinforcement learning (RL)  unknown nonlinear systems  
An Overview and Experimental Study of Learning-Based Optimization Algorithms for the Vehicle Routing Problem 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 7, 页码: 1115-1138
作者:  Bingjie Li;  Guohua Wu;  Yongming He;  Mingfeng Fan;  Witold Pedrycz
Adobe PDF(2802Kb)  |  收藏  |  浏览/下载:474/272  |  提交时间:2022/06/27
End-to-end approaches  learning-based optimization (LBO) algorithms  reinforcement learning  step-by-step approaches  vehicle routing problem (VRP)