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Recent Progress in Reinforcement Learning and Adaptive Dynamic Programming for Advanced Control Applications
期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 1, 页码: 18-36
作者:
Ding Wang
;
Ning Gao
;
Derong Liu
;
Jinna Li
;
Frank L. Lewis
收藏
  |  
浏览/下载:8/0
  |  
提交时间:2024/01/02
Adaptive dynamic programming (ADP)
advanced control
complex environment
data-driven control
event-triggered design
intelligent control
neural networks
nonlinear systems
optimal control
reinforcement learning (RL)
A New Approach to Finite-Horizon Optimal Control for Discrete-Time Affine Nonlinear Systems via a Pseudolinear Method
期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2022, 卷号: 67, 期号: 5, 页码: 2610-2617
作者:
Wei, Qinglai
;
Zhu, Liao
;
Li, Tao
;
Liu, Derong
收藏
  |  
浏览/下载:44/0
  |  
提交时间:2022/07/25
Time-varying systems
Nonlinear systems
Optimal control
Heuristic algorithms
Dynamic programming
Neural networks
Linear systems
Adaptive dynamic programming
approximate dynamic programming
finite horizon
nonlinear systems
optimal control
pseudolinear approximation
Model-Free Adaptive Optimal Control for Unknown Nonlinear Multiplayer Nonzero-Sum Game
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 卷号: 33, 期号: 2, 页码: 879-892
作者:
Wei, Qinglai
;
Zhu, Liao
;
Song, Ruizhuo
;
Zhang, Pinjia
;
Liu, Derong
收藏
  |  
浏览/下载:46/0
  |  
提交时间:2022/03/17
Heuristic algorithms
Nonlinear systems
Optimal control
Mathematical model
Dynamic programming
Games
Adaptive systems
Adaptive dynamic programming (ADP)
globalized dual-heuristic dynamic programming (GDHP)
multiplayer nonzero-sum game (MP-NZSG)
neural network (NN)
Discounted Iterative Adaptive Critic Designs With Novel Stability Analysis for Tracking Control
期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 7, 页码: 1262-1272
作者:
Mingming Ha
;
Ding Wang
;
Derong Liu
收藏
  |  
浏览/下载:11/0
  |  
提交时间:2022/06/27
Adaptive critic design
adaptive dynamic programming (ADP)
approximate dynamic programming
discrete-time nonlinear systems
reinforcement learning
stability analysis
tracking control
value iteration (VI)
青藏高原东部高寒杜鹃灌丛群落生物量分配及其与气候因素的关系
期刊论文
应用与环境生物学报, 2022, 卷号: 28, 期号: 05, 页码: 1120-1128
作者:
刘秋蓉
;
李丽
;
胡君
;
刘美
;
周国英
收藏
  |  
浏览/下载:12/0
  |  
提交时间:2022/12/04
高寒灌丛
杜鹃
生物量分配
气候因素
Learning Control for Air Conditioning Systems via Human Expressions
期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 卷号: 68, 期号: 8, 页码: 7662-7671
作者:
Wei, Qinglai
;
Li, Tao
;
Liu, Derong
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  |  
浏览/下载:60/0
  |  
提交时间:2021/06/15
Adaptive dynamic programming
air conditioning control
deep learning (DL)
deep Q-network (DQN)
human expressions
optimal control
reinforcement learning (RL)
Q-learning
Sliding-Mode Surface-Based Approximate Optimal Control for Uncertain Nonlinear Systems With Asymptotically Stable Critic Structure
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 6, 页码: 2858-2869
作者:
Zhao, Bo
;
Liu, Derong
;
Alippi, Cesare
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  |  
浏览/下载:55/0
  |  
提交时间:2021/08/15
Optimal control
Perturbation methods
Nonlinear systems
Uncertainty
Cost function
Stability analysis
Adaptive systems
Adaptive critic designs
adaptive dynamic programming (ADP)
optimal control
sliding mode surface (SMS)
unknown mismatched perturbations
Robust Exponential Synchronization for Memristor Neural Networks With Nonidentical Characteristics by Pinning Control
期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 卷号: 51, 期号: 3, 页码: 1966-1980
作者:
Li, Yueheng
;
Luo, Biao
;
Liu, Derong
;
Yang, Yin
;
Yang, Zhanyu
收藏
  |  
浏览/下载:57/0
  |  
提交时间:2021/03/29
Synchronization
Memristors
Biological neural networks
Delays
Neurons
Hysteresis
Error bound
exponential synchronization
memristor-based neural networks (MNNs)
nonidentical characteristics
pinning control
stable region
Adaptive Dynamic Programming for Control: A Survey and Recent Advances
期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 卷号: 51, 期号: 1, 页码: 142-160
作者:
Liu, Derong
;
Xue, Shan
;
Zhao, Bo
;
Luo, Biao
;
Wei, Qinglai
收藏
  |  
浏览/下载:33/0
  |  
提交时间:2021/03/08
Adaptive critic designs (ACDs)
adaptive dynamic programming
approximate dynamic programming
intelligent control
learning control
neural dynamic programming
neuro-dynamic programming
optimal control
reinforcement learning (RL)
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
作者:
Wei, Qinglai
;
Liao, Zehua
;
Yang, Zhanyu
;
Li, Benkai
;
Liu, Derong
收藏
  |  
浏览/下载:18/0
  |  
提交时间:2021/03/02
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
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