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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
Adobe PDF(1945Kb)
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浏览/下载:243/180
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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)
Adaptive Multi-Step Evaluation Design With Stability Guarantee for Discrete-Time Optimal Learning Control
期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 9, 页码: 1797-1809
作者:
Ding Wang
;
Jiangyu Wang
;
Mingming Zhao
;
Peng Xin
;
Junfei Qiao
Adobe PDF(5140Kb)
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浏览/下载:126/52
  |  
提交时间:2023/08/10
Adaptive critic
artificial neural networks
Hamilton-Jacobi-Bellman (HJB) equation
multi-step heuristic dynamic programming
multi-step reinforcement learning
optimal control
Adaptive Decentralized Asymptotic Tracking Control for Large-Scale Nonlinear Systems With Unknown Strong Interconnections
期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 1, 页码: 173-186
作者:
Ben Niu
;
Jidong Liu
;
Ding Wang
;
Xudong Zhao
;
Huanqing Wang
Adobe PDF(3586Kb)
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浏览/下载:229/38
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提交时间:2021/11/03
Adaptive decentralized control
asymptotic tracking control
large-scale nonlinear systems
unknown strong interconnections
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
Adobe PDF(1832Kb)
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浏览/下载:197/66
  |  
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)
Event-Triggered Adaptive Critic Control Design for Discrete-Time Constrained Nonlinear Systems
期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 9, 页码: 3158-3168
作者:
Ha, Mingming
;
Wang, Ding
;
Liu, Derong
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浏览/下载:147/0
  |  
提交时间:2020/09/28
Nonlinear systems
Actuators
Discrete-time systems
Dynamic programming
Optimal control
Adaptive systems
Adaptive dynamic programming (ADP)
control constraints
event-triggered control
heuristic dynamic programming (HDP)
neural networks
nonlinear discrete-time system
Asymptotically stable critic designs for approximate optimal stabilization of nonlinear systems subject to mismatched external disturbances
期刊论文
NEUROCOMPUTING, 2020, 卷号: 396, 页码: 201-208
作者:
Zhao, Bo
;
Shi, Guang
;
Wang, Ding
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浏览/下载:206/0
  |  
提交时间:2020/07/06
Adaptive dynamic programming
Adaptive critic designs
Mismatched external disturbances
Disturbance observer
Optimal control
Neural networks
Nested tuning law
Improved value iteration for neural-network-based stochastic optimal control design
期刊论文
NEURAL NETWORKS, 2020, 卷号: 124, 页码: 280-295
作者:
Liang, Mingming
;
Wang, Ding
;
Liu, Derong
Adobe PDF(5875Kb)
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浏览/下载:232/51
  |  
提交时间:2020/06/02
Adaptive critic designs
Adaptive dynamic programming
Neural networks
Optimal control
Stochastic processes
Value iteration
Neuro-optimal control for discrete stochastic processes via a novel policy iteration algorithm
期刊论文
IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2020, 卷号: 50, 期号: 11, 页码: 3972-3985
作者:
Liang, Mingming
;
Wang, Ding
;
Liu, Derong
浏览
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Adobe PDF(1604Kb)
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浏览/下载:184/63
  |  
提交时间:2020/10/23
Adaptive critic designs
adaptive dynamic programming (ADP)
local policy iteration
neuro-dynamic programming
optimal control
stochastic processes
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
Adobe PDF(768Kb)
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浏览/下载:347/94
  |  
提交时间:2018/10/14
Adaptive Dynamic Programming
Decentralized Control
Large-scale Systems
Neural Networks
Data-Driven Finite-Horizon Approximate Optimal Control for Discrete-Time Nonlinear Systems Using Iterative HDP Approach
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 10, 页码: 2948-2961
作者:
Mu, Chaoxu
;
Wang, Ding
;
He, Haibo
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浏览/下载:218/0
  |  
提交时间:2019/12/16
Adaptive Dynamic Programming (Adp)
Data-driven Control
Finite-horizon Optimal Control
Heuristic Dynamic Programming (Hdp)
Learning Control
Neural Networks