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Reinforcement Learning-Based Optimal Stabilization for Unknown Nonlinear Systems Subject to Inputs With Uncertain Constraints
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 10, 页码: 4330-4340
作者:
Zhao, Bo
;
Liu, Derong
;
Luo, Chaomin
收藏
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浏览/下载:186/0
  |  
提交时间:2021/01/07
Nonlinear systems
Optimal control
Artificial neural networks
Actuators
Observers
Feedforward systems
Adaptive dynamic programming (ADP)
neural networks (NNs)
optimal control
reinforcement learning (RL)
uncertain input constraints
unknown nonlinear systems
Event-Triggered Decentralized Tracking Control of Modular Reconfigurable Robots Through Adaptive Dynamic Programming
期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2020, 卷号: 67, 期号: 4, 页码: 3054-3064
作者:
Zhao, Bo
;
Liu, Derong
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浏览/下载:219/0
  |  
提交时间:2020/03/30
Decentralized control
Couplings
Optimal control
Robots
Dynamic programming
Artificial neural networks
Trajectory
Adaptive dynamic programming
decentralized tracking control
event-triggered mechanism
modular reconfigurable robots
optimal control
reinforcement learning
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:246/0
  |  
提交时间:2019/07/12
Adaptive dynamic programming
event-based design
guaranteed cost control
optimal control
self-learning technique
Neural network robust tracking control with adaptive critic framework for uncertain nonlinear systems
期刊论文
NEURAL NETWORKS, 2018, 卷号: 97, 页码: 11-18
作者:
Wang, Ding
;
Liu, Derong
;
Zhang, Yun
;
Li, Hongyi
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浏览/下载:198/0
  |  
提交时间:2018/10/10
Adaptive Critic Designs
Dynamical Uncertainty
Learning Systems
Neural Networks
Optimal Control
Robust Tracking Control
A novel neural optimal control framework with nonlinear dynamics: Closed-loop stability and simulation verification
期刊论文
NEUROCOMPUTING, 2017, 卷号: 266, 页码: 353-360
作者:
Wang, Ding
;
Mu, Chaoxu
Adobe PDF(1503Kb)
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浏览/下载:294/62
  |  
提交时间:2018/03/03
Adaptive Dynamic Programming
Adaptive System
Learning Control
Neural Network
Optimal Regulator
Stability
Comprehensive comparison of online ADP algorithms for continuous-time optimal control
期刊论文
ARTIFICIAL INTELLIGENCE REVIEW, 2018, 卷号: 49, 期号: 4, 页码: 531-547
作者:
Zhu, Yuanheng
;
Zhao, Dongbin
Adobe PDF(766Kb)
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浏览/下载:399/180
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提交时间:2017/09/13
Adaptive Dynamic Programming
Policy Iteration
Integral Reinforcement Learning
Experience Replay
Off-policy
Online identifier-actor-critic algorithm for optimal control of nonlinear systems
期刊论文
OPTIMAL CONTROL APPLICATIONS & METHODS, 2017, 卷号: 38, 期号: 3, 页码: 317-335
作者:
Lin, Hanquan
;
Wei, Qinglai
;
Liu, Derong
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Adobe PDF(2888Kb)
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浏览/下载:263/71
  |  
提交时间:2017/07/18
Adaptive Dynamic Programming
Optimal Control
Discrete-time
Nonlinear System
Neural Network
Online Learning
Lyapunov Method
Adaptive near-optimal controllers for non-linear decentralised feedback stabilisation problems
期刊论文
IET CONTROL THEORY AND APPLICATIONS, 2017, 卷号: 11, 期号: 6, 页码: 799-806
作者:
Wang, Ding
;
He, Haibo
;
Zhao, Bo
;
Liu, Derong
Adobe PDF(3178Kb)
  |  
收藏
  |  
浏览/下载:318/92
  |  
提交时间:2017/07/18
Adaptive Control
Optimal Control
Continuous Time Systems
Nonlinear Control Systems
Decentralised Control
Feedback
Stability
Control System Synthesis
Adaptive-critic-based Near-optimal Controller
Continuous-time Nonlinear Decentralised Feedback Stabilisation Problem
Decentralised Feedback Control Problem
Updating Rule
Approximation Property
Learning Mechanism
Decentralized guaranteed cost control of interconnected systems with uncertainties: A learning-based optimal control strategy
期刊论文
NEUROCOMPUTING, 2016, 卷号: 214, 页码: 297-306
作者:
Wang, Ding
;
Liu, Derong
;
Mu, Chaoxu
;
Ma, Hongwen
Adobe PDF(1113Kb)
  |  
收藏
  |  
浏览/下载:361/119
  |  
提交时间:2017/02/14
Adaptive Dynamic Programming
Decentralized Control
Guaranteed Cost Control
Interconnected Systems
Learning Control
Neural Networks
Optimal Control
Uncertain Plant