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Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 10, 页码: 4330-4340
作者:  Zhao, Bo;  Liu, Derong;  Luo, Chaomin
收藏  |  浏览/下载：198/0  |  提交时间：2021/01/07
Nonlinear systems  Optimal control  Artificial neural networks  Actuators  Observers  Feedforward systems  Adaptive dynamic programming (ADP)  neural networks (NNs)  optimal control  reinforcement learning (RL)  uncertain input constraints  unknown nonlinear systems  
Event-Triggered Adaptive Dynamic Programming for Zero-Sum Game of Partially Unknown Continuous-Time Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 9, 页码: 3189-3199
作者:  Xue, Shan;  Luo, Biao;  Liu, Derong
收藏  |  浏览/下载：219/0  |  提交时间：2020/09/28
Adaptive dynamic programming (ADP)  event-triggered control  Hamilton-Jacobi-Isaacs (HJI) equation  neural network (NN) identifier  zero-sum (ZS) game  
Event-Triggered Decentralized Tracking Control of Modular Reconfigurable Robots Through Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2020, 卷号: 67, 期号: 4, 页码: 3054-3064
作者:  Zhao, Bo;  Liu, Derong
收藏  |  浏览/下载：240/0  |  提交时间：2020/03/30
Decentralized control  Couplings  Optimal control  Robots  Dynamic programming  Artificial neural networks  Trajectory  Adaptive dynamic programming  decentralized tracking control  event-triggered mechanism  modular reconfigurable robots  optimal control  reinforcement learning  
Decentralized robust optimal control for modular robot manipulators via critic-identifier structure-based adaptive dynamic programming 期刊论文
NEURAL COMPUTING & APPLICATIONS, 2020, 卷号: 32, 期号: 8, 页码: 3441-3458
作者:  Dong, Bo;  Zhou, Fan;  Liu, Keping;  Li, Yuanchun
收藏  |  浏览/下载：148/0  |  提交时间：2020/06/02
Modular robot manipulator  Decentralized control  Adaptive dynamic programming  Optimal control  Neural network  Interconnected dynamic coupling  
Output Tracking Control Based on Adaptive Dynamic Programming With Multistep Policy Evaluation 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 卷号: 49, 期号: 10, 页码: 2155-2165
作者:  Luo, Biao;  Liu, Derong;  Huang, Tingwen;  Liu, Jiangjiang
收藏  |  浏览/下载：220/0  |  提交时间：2019/12/16
Adaptive dynamic programming (ADP)  Bellman equation  heuristic dynamic programming  neural networks (NNs)  output tracking control  
Torque sensorless decentralized neuro-optimal control for modular and reconfigurable robots with uncertain environments 期刊论文
NEUROCOMPUTING, 2018, 卷号: 282, 页码: 60-73
作者:  Dong, Bo;  Zhou, Fan;  Liu, Keping;  Li, Yuanchun
收藏  |  浏览/下载：234/0  |  提交时间：2019/12/16
Modular and reconfigurable robot  Decentralized control  Adaptive dynamic programming (ADP)  Optimal control  Neural networks