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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:197/0  |  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:203/0  |  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  
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:128/42  |  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)  
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
Adobe PDF(2135Kb)  |  收藏  |  浏览/下载:145/50  |  提交时间:2021/03/11
Adaptive dynamic programming (ADP)  critic neural network  data-based  fault tolerant control (FTC)  particle swarm optimization (PSO)  
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:352/97  |  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
Adobe PDF(1069Kb)  |  收藏  |  浏览/下载:380/134  |  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
Adobe PDF(708Kb)  |  收藏  |  浏览/下载:343/57  |  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:314/104  |  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:357/132  |  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:403/106  |  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