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Sparse online kernelized actor-critic Learning in reproducing kernel Hilbert space 期刊论文
ARTIFICIAL INTELLIGENCE REVIEW, 2021, 页码: 36
作者:  Yang, Yongliang;  Zhu, Hufei;  Zhang, Qichao;  Zhao, Bo;  Li, Zhenning;  Wunsch, Donald C.
收藏  |  浏览/下载:179/0  |  提交时间:2021/11/02
Reproducing kernel Hilbert space  Actor-critic learning  Value function approximation  Online sparsification  Non-parametric learning  
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:182/0  |  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  
Data-based Fault Tolerant Control for Affine Nonlinear Systems Through Particle Swarm Optimized Neural Networks 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 4, 页码: 954-964
作者:  Haowei Lin;  Bo Zhao;  Derong Liu;  Cesare Alippi
浏览  |  Adobe PDF(2135Kb)  |  收藏  |  浏览/下载:135/48  |  提交时间:2021/03/11
Adaptive dynamic programming (ADP)  critic neural network  data-based  fault tolerant control (FTC)  particle swarm optimization (PSO)  
Optimal Neuro-Control Strategy for Nonlinear Systems With Asymmetric Input Constraints 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2020, 卷号: 7, 期号: 2, 页码: 575-583
作者:  Xiong Yang;  Bo Zhao
浏览  |  Adobe PDF(1346Kb)  |  收藏  |  浏览/下载:118/42  |  提交时间:2021/03/11
Adaptive critic designs (ACDs)  asymmetric input constraint  critic neural network (CNN)  nonlinear systems  optimal control  reinforcement learning (RL)  
Decentralized control for large-scale nonlinear systems with unknown mismatched interconnections via policy iteration 期刊论文
IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2018, 卷号: 48, 期号: 10, 页码: 1725-1735
作者:  Zhao B(赵博);  Ding Wang
浏览  |  Adobe PDF(768Kb)  |  收藏  |  浏览/下载:338/92  |  提交时间:2018/10/14
Adaptive Dynamic Programming  Decentralized Control  Large-scale Systems  Neural Networks  
Adaptive dynamic programming-based stabilization of nonlinear systems with unknown actuator saturation 期刊论文
NONLINEAR DYNAMICS, 2018, 卷号: 93, 期号: 4, 页码: 2089-2103
作者:  Zhao, Bo;  Jia, Lihao;  Xia, Hongbing;  Li, Yuanchun
浏览  |  Adobe PDF(1069Kb)  |  收藏  |  浏览/下载:366/130  |  提交时间:2018/10/10
Adaptive Dynamic Programming  Unknown Actuator Saturation  Continuous-time Nonlinear Systems  Stabilizing Control  Neural Networks  
Policy Iteration Algorithm Based Fault Tolerant Tracking Control: An Implementation on Reconfigurable Manipulators 期刊论文
JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2018, 卷号: 13, 期号: 4, 页码: 1739-1750
作者:  Li, Yuanchun;  Xia, Hongbing;  Zhao, Bo
浏览  |  Adobe PDF(708Kb)  |  收藏  |  浏览/下载:321/56  |  提交时间:2018/10/10
Adaptive dynamic programming  Policy iteration  Fault tolerant tracking control  Reconfigurable manipulators  Neural network  
Model-free Adaptive Dynamic Programming Based Near-optimal Decentralized Tracking Control of Reconfigurable Manipulators 期刊论文
INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2018, 卷号: 16, 期号: 2, 页码: 478-490
作者:  Zhao, Bo;  Li, Yuanchun
浏览  |  Adobe PDF(974Kb)  |  收藏  |  浏览/下载:308/102  |  提交时间:2018/10/10
Adaptive Dynamic Programming  Decentralized Tracking Control  Model-free  Near-optimal  Neural Networks  Reconfigurable Manipulators  
基于自适应动态规划的非线性系统若干控制问题研究 研究报告
2017
作者:  赵博
Adobe PDF(1629Kb)  |  收藏  |  浏览/下载:349/129  |  提交时间:2017/06/19
自适应动态规划  分散控制  容错控制  强化学习  策略迭代  最优控制  神经网络  非线性系统  
Self-tuned local feedback gain based decentralized fault tolerant control for a class of large-scale nonlinear systems 期刊论文
NEUROCOMPUTING, 2017, 期号: 235, 页码: 147-156
作者:  Zhao, Bo;  Li, Yuanchun;  Liu, Derong
浏览  |  Adobe PDF(1373Kb)  |  收藏  |  浏览/下载:373/103  |  提交时间:2017/05/05
Large-scale Nonlinear Systems  Partial Loss Of Actuator Effectiveness  Decentralized Fault Tolerant Control  Self-tuned Local Feedback Gain  Neural Network