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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
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浏览/下载:194/0
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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
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:200/0
  |  
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
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:235/0
  |  
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
Policy Iteration Algorithm Based Fault Tolerant Tracking Control: An Implementation on Reconfigurable Manipulators
期刊论文
JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2018, 卷号: 13, 期号: 4, 页码: 1739-1750
作者:
Li, Yuanchun
;
Xia, Hongbing
;
Zhao, Bo
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Adobe PDF(708Kb)
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浏览/下载:336/56
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提交时间:2018/10/10
Adaptive dynamic programming
Policy iteration
Fault tolerant tracking control
Reconfigurable manipulators
Neural network
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:405/180
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提交时间:2017/09/13
Adaptive Dynamic Programming
Policy Iteration
Integral Reinforcement Learning
Experience Replay
Off-policy
Policy Iteration for H infinity Optimal Control of Polynomial Nonlinear Systems via Sum of Squares Programming
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 2, 页码: 500-509
作者:
Zhu, Yuanheng
;
Zhao, Dongbin
;
Yang, Xiong
;
Zhang, Qichao
Adobe PDF(892Kb)
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浏览/下载:285/34
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提交时间:2018/10/10
Adaptive Dynamic Programming (Adp)
h Infinity Optimal Control
Policy Iteration (Pi)
Polynomial Nonlinear Systems
Sum Of Squares (Sos)
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:202/0
  |  
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:300/63
  |  
提交时间:2018/03/03
Adaptive Dynamic Programming
Adaptive System
Learning Control
Neural Network
Optimal Regulator
Stability
Bounded robust control design for uncertain nonlinear systems using single-network adaptive dynamic programming
期刊论文
NEUROCOMPUTING, 2017, 卷号: 266, 页码: 128-140
作者:
Huang, Yuzhu
;
Wang, Ding
;
Liu, Derong
Adobe PDF(1876Kb)
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浏览/下载:329/85
  |  
提交时间:2018/03/03
Neural Networks
Optimal Control
Adaptive Dynamic Programming
Bounded Robust Control
Uncertain Nonlinear Systems
Multi-step heuristic dynamic programming for optimal control of nonlinear discrete-time systems
期刊论文
INFORMATION SCIENCES, 2017, 卷号: 411, 期号: 0, 页码: 66-83
作者:
Luo, Biao
;
Liu, Derong
;
Huang, Tingwen
;
Yang, Xiong
;
Ma, Hongwen
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Adobe PDF(1092Kb)
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浏览/下载:374/124
  |  
提交时间:2017/09/12
Optimal Control
Multi-step Heuristic Dynamic Programming
Adaptive Dynamic Programming
Nonlinear Systems
Discrete-time
Neural Networks