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Continuous-Time Distributed Policy Iteration for Multicontroller Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 5, 页码: 2372-2383
Authors:  Wei, Qinglai;  Li, Hongyang;  Yang, Xiong;  He, Haibo
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Optimal control  Nonlinear systems  Decentralized control  Mathematical model  Convergence  Multi-agent systems  Adaptive dynamic programming (ADP)  approximate dynamic programming  distributed policy iteration  nonlinear systems  optimal control  
Self-Learning Optimal Control for Ice-Storage Air Conditioning Systems via Data-Based Adaptive Dynamic Programming 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 卷号: 68, 期号: 4, 页码: 3599-3608
Authors:  Wei, Qinglai;  Liao, Zehua;  Song, Ruizhuo;  Zhang, Pinjia;  Wang, Zhuo;  Xiao, Jun
Favorite  |  View/Download:16/0  |  Submit date:2021/03/02
Optimal control  Air conditioning  Load modeling  Neural networks  Dynamic programming  Predictive models  Adaptive dynamic programming (ADP)  cooling load prediction  ice-storage air conditioning (IAC)  neural network  optimal control  
A partial policy iteration ADP algorithm for nonlinear neuro-optimal control with discounted total reward 期刊论文
NEUROCOMPUTING, 2021, 卷号: 424, 页码: 23-34
Authors:  Liang, Mingming;  Wei, Qinglai
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Adaptive critic designs  Adaptive dynamic programming  Policy iteration  Neural networks  Neuro-dynamic programming  Nonlinear systems  Optimal control  
Data-Based Optimal Tracking of Autonomous Nonlinear Switching Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 1, 页码: 227-238
Authors:  Xiaofeng Li;  Lu Dong;  Changyin Sun
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Adaptive dynamic programming  approximation error  data-based control  Q-learning  switching system  
Towards a Theoretical Framework of Autonomous Systems Underpinned by Intelligence and Systems Sciences 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 1, 页码: 52-63
Authors:  Yingxu Wang;  Ming Hou;  Konstantinos N. Plataniotis;  Sam Kwong;  Henry Leung;  Edward Tunstel;  Imre J. Rudas;  Ljiljana Trajkovic
Adobe PDF(18494Kb)  |  Favorite  |  View/Download:1/0  |  Submit date:2021/04/09
Autonomous systems (AS)  cognitive systems  computational intelligence  engineering paradigms  intelligence science  intelligent mathematics  
Neural-Network-Based Control for Discrete-Time Nonlinear Systems with Input Saturation Under Stochastic Communication Protocol 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 4, 页码: 766-778
Authors:  Xueli Wang;  Derui Ding;  Hongli Dong;  Xian-Ming Zhang
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Adaptive dynamic programming (ADP)  constrained inputs  neural network (NN)  stochastic communication protocols (SCPs)  suboptimal control  
Output-Feedback Based Simplified Optimized Backstepping Control for Strict-Feedback Systems with Input and State Constraints 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 6, 页码: 1119-1132
Authors:  Jiaxin Zhang;  Kewen Li;  Yongming Li
Adobe PDF(1727Kb)  |  Favorite  |  View/Download:0/0  |  Submit date:2021/06/11
Backstepping design  immeasurable states  neural-networks (NNs)  optimal control  state constraints  
Learning Convex Optimization Models 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 8, 页码: 1355-1364
Authors:  Akshay Agrawal;  Shane Barratt;  Stephen Boyd
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Convex optimization  differentiable optimization  machine learning  
Continuous-Time Time-Varying Policy Iteration 期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 12, 页码: 4958-4971
Authors:  Wei, Qinglai;  Liao, Zehua;  Yang, Zhanyu;  Li, Benkai;  Liu, Derong
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Optimal control  Nonlinear systems  Time-varying systems  Mathematical model  Dynamic programming  Approximation algorithms  Iterative algorithms  Adaptive critic designs  adaptive dynamic programming (ADP)  neuro-dynamic programming  nonlinear systems  optimal control  policy iteration  
Model-Free H-infinity Optimal Tracking Control of Constrained Nonlinear Systems via an Iterative Adaptive Learning Algorithm 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 11, 页码: 4097-4108
Authors:  Hou, Jiaxu;  Wang, Ding;  Liu, Derong;  Zhang, Yun
Favorite  |  View/Download:6/0  |  Submit date:2021/01/07
Adaptive dynamic programming (ADP)  control constraints  convergence analysis  H-infinity tracking  neural network (NN)  optimal control