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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:239/179
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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 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:225/37
  |  
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
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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)
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
作者:
Hou, Jiaxu
;
Wang, Ding
;
Liu, Derong
;
Zhang, Yun
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浏览/下载:195/0
  |  
提交时间:2021/01/07
Adaptive dynamic programming (ADP)
control constraints
convergence analysis
H-infinity tracking
neural network (NN)
optimal control
Adaptive Neural Output-Feedback Controller Design of Switched Nonlower Triangular Nonlinear Systems With Time Delays
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 10, 页码: 4084-4093
作者:
Niu, Ben
;
Wang, Ding
;
Liu, Ming
;
Song, Xinmin
;
Wang, Huanqing
;
Duan, Peiyong
收藏
  |  
浏览/下载:214/0
  |  
提交时间:2021/01/07
Switches
Adaptive systems
Nonlinear systems
Delay effects
Backstepping
Stability analysis
Adaptive control
average dwell time (ADT)
neural networks (NNs)
nonlower triangular form
switched nonlinear systems
time delays
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:145/0
  |  
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
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:228/50
  |  
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
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Adobe PDF(1604Kb)
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浏览/下载:182/63
  |  
提交时间:2020/10/23
Adaptive critic designs
adaptive dynamic programming (ADP)
local policy iteration
neuro-dynamic programming
optimal control
stochastic processes
Learning and Guaranteed Cost Control With Event-Based Adaptive Critic Implementation
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 12, 页码: 6004-6014
作者:
Wang, Ding
;
Liu, Derong
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  |  
浏览/下载:252/0
  |  
提交时间:2019/07/12
Adaptive dynamic programming
event-based design
guaranteed cost control
optimal control
self-learning technique
Adaptive Neural Output-Feedback Control for a Class of Nonlower Triangular Nonlinear Systems With Unmodeled Dynamics
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 卷号: 29, 期号: 8, 页码: 3658-3668
作者:
Wang, Huanqing
;
Liu, Peter Xiaoping
;
Li, Shuai
;
Wang, Ding
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  |  
浏览/下载:180/0
  |  
提交时间:2019/12/16
Adaptive neural control
backstepping
nonlower triangular nonlinear systems
output-feedback control