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Generalized Actor-Critic Learning Optimal Control in Smart Home Energy Management 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 卷号: 17, 期号: 10, 页码: 6614-6623
作者:  Wei, Qinglai;  Liao, Zehua;  Shi, Guang
Adobe PDF(1229Kb)  |  收藏  |  浏览/下载：232/32  |  提交时间：2021/11/02
Optimal control  Process control  Smart homes  Dynamic programming  Numerical models  Iterative methods  Informatics  Actor-critic learning  adaptive critic designs  adaptive dynamic programming (ADP)  approximate dynamic programming  energy management  optimal control  smart grid  
博弈对抗环境中智能策略研究 学位论文
工学博士, 北京: 中国科学院自动化研究所, 2021
作者:  唐振韬
Adobe PDF(23513Kb)  |  收藏  |  浏览/下载：578/17  |  提交时间：2021/07/14
深度强化学习  统计前向规划  策略博弈  智能决策  游戏人工智能  
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
作者:  Wei, Qinglai;  Li, Hongyang;  Yang, Xiong;  He, Haibo
Adobe PDF(1246Kb)  |  收藏  |  浏览/下载：202/34  |  提交时间：2021/06/07
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
作者:  Wei, Qinglai;  Liao, Zehua;  Song, Ruizhuo;  Zhang, Pinjia;  Wang, Zhuo;  Xiao, Jun
Adobe PDF(3395Kb)  |  收藏  |  浏览/下载：328/34  |  提交时间：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  
Neural network-based model predictive tracking control of an uncertain robotic manipulator with input constraints 期刊论文
ISA TRANSACTIONS, 2021, 卷号: 109, 页码: 89-101
作者:  Kang, Erlong;  Qiao, Hong;  Gao, Jie;  Yang, Wenjing
Adobe PDF(942Kb)  |  收藏  |  浏览/下载：326/62  |  提交时间：2021/03/29
Model predictive control  Neural network  Robotic manipulator  Unknown dynamics  Online learning estimation  Input constraints  
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
作者:  Liang, Mingming;  Wei, Qinglai
收藏  |  浏览/下载：191/0  |  提交时间：2021/03/15
Adaptive critic designs  Adaptive dynamic programming  Policy iteration  Neural networks  Neuro-dynamic programming  Nonlinear systems  Optimal 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
作者:  Jiaxin Zhang;  Kewen Li;  Yongming Li
Adobe PDF(1727Kb)  |  收藏  |  浏览/下载：103/37  |  提交时间：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
作者:  Akshay Agrawal;  Shane Barratt;  Stephen Boyd
Adobe PDF(1593Kb)  |  收藏  |  浏览/下载：154/46  |  提交时间：2021/06/11
Convex optimization  differentiable optimization  machine learning  
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
作者:  Xueli Wang;  Derui Ding;  Hongli Dong;  Xian-Ming Zhang
Adobe PDF(1995Kb)  |  收藏  |  浏览/下载：175/40  |  提交时间：2021/04/09
Adaptive dynamic programming (ADP)  constrained inputs  neural network (NN)  stochastic communication protocols (SCPs)  suboptimal control  
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
作者:  Yingxu Wang;  Ming Hou;  Konstantinos N. Plataniotis;  Sam Kwong;  Henry Leung;  Edward Tunstel;  Imre J. Rudas;  Ljiljana Trajkovic
Adobe PDF(18494Kb)  |  收藏  |  浏览/下载：140/26  |  提交时间：2021/04/09
Autonomous systems (AS)  cognitive systems  computational intelligence  engineering paradigms  intelligence science  intelligent mathematics