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资助项目:National Natural Science Foundation of China[61533017]
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Discrete-Time Self-Learning Parallel Control
期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 卷号: 52, 期号: 1, 页码: 192-204
作者:
Wei, Qinglai
;
Wang, Lingxiao
;
Lu, Jingwei
;
Wang, Fei-Yue
收藏
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浏览/下载:166/0
  |  
提交时间:2022/02/16
Optimal control
Nonlinear systems
Time-varying systems
Performance analysis
Complex systems
Biological neural networks
ACP
adaptive dynamic programming (ADP)
approximate dynamic programming
nonlinear systems
optimal control
parallel control
reinforcement learning
Generalized Actor-Critic Learning Optimal Control in Smart Home Energy Management
期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 卷号: 17, 期号: 10, 页码: 6614-6623
作者:
Wei, Qinglai
;
Liao, Zehua
;
Shi, Guang
Adobe PDF(1229Kb)
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浏览/下载:211/30
  |  
提交时间:2021/11/02
Optimal control
Process control
Smart homes
Dynamic programming
Numerical models
Iterative methods
Informatics
Actor-critic learning
adaptive critic designs
adaptive dynamic programming (ADP)
approximate dynamic programming
energy management
optimal control
smart grid
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:167/0
  |  
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
Optimal Elevator Group Control via Deep Asynchronous Actor-Critic Learning
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 12, 页码: 5245-5256
作者:
Wei, Qinglai
;
Wang, Lingxiao
;
Liu, Yu
;
Polycarpou, Marios M.
Adobe PDF(4019Kb)
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浏览/下载:260/70
  |  
提交时间:2021/03/08
Elevators
Optimal control
Backpropagation
Machine learning
Neural networks
Learning (artificial intelligence)
Actor
–critic
adaptive dynamic programming
deep learning (DL)
elevator group control (EGC)
optimal control
reinforcement learning (RL)
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:162/0
  |  
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:201/0
  |  
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
Adaptive cruise control via adaptive dynamic programming with experience replay
期刊论文
SOFT COMPUTING, 2019, 卷号: 23, 期号: 12, 页码: 4131-4144
作者:
Wang, Bin
;
Zhao, Dongbin
;
Cheng, Jin
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  |  
浏览/下载:184/0
  |  
提交时间:2019/07/11
Adaptive cruise control
Adaptive dynamic programming
Experience replay
Reinforcement learning
Neural networks
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:234/0
  |  
提交时间:2019/07/12
Adaptive dynamic programming
event-based design
guaranteed cost control
optimal control
self-learning technique