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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:232/32
  |  
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
Sliding-Mode Surface-Based Approximate Optimal Control for Uncertain Nonlinear Systems With Asymptotically Stable Critic Structure
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 6, 页码: 2858-2869
作者:
Zhao, Bo
;
Liu, Derong
;
Alippi, Cesare
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浏览/下载:202/0
  |  
提交时间:2021/08/15
Optimal control
Perturbation methods
Nonlinear systems
Uncertainty
Cost function
Stability analysis
Adaptive systems
Adaptive critic designs
adaptive dynamic programming (ADP)
optimal control
sliding mode surface (SMS)
unknown mismatched perturbations
Self-Learning Optimal Control for Ice-Storage Air Conditioning Systems via Data-Based Adaptive Dynamic Programming
期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 卷号: 68, 期号: 4, 页码: 3599-3608
作者:
Wei, Qinglai
;
Liao, Zehua
;
Song, Ruizhuo
;
Zhang, Pinjia
;
Wang, Zhuo
;
Xiao, Jun
Adobe PDF(3395Kb)
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浏览/下载:328/34
  |  
提交时间:2021/03/02
Optimal control
Air conditioning
Load modeling
Neural networks
Dynamic programming
Predictive models
Adaptive dynamic programming (ADP)
cooling load prediction
ice-storage air conditioning (IAC)
neural network
optimal control
Consensus Control of Leader-Following Multi-Agent Systems in Directed Topology With Heterogeneous Disturbances
期刊论文
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2021, 卷号: 8, 期号: 2, 页码: 423-431
作者:
Wei, Qinglai
;
Wang, Xin
;
Zhong, Xiangnan
;
Wu, Naiqi
Adobe PDF(4423Kb)
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浏览/下载:269/42
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提交时间:2021/03/08
Consensus control
directed topology
external disturbance
multi-agent (MA) systems
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:297/75
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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)
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:187/0
  |  
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
Hierarchical optimal control for input-affine nonlinear systems through the formulation of Stackelberg game
期刊论文
INFORMATION SCIENCES, 2020, 卷号: 517, 页码: 1-17
作者:
Mu, Chaoxu
;
Wang, Ke
;
Zhang, Qichao
;
Zhao, Dongbin
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浏览/下载:198/0
  |  
提交时间:2020/04/07
Nonzero-sum differential game
Hierarchical optimization
Nonlinear dynamics
Stackelberg equilibrium
Neural network
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
收藏
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浏览/下载:220/0
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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
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:173/63
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提交时间:2020/10/23
Adaptive critic designs
adaptive dynamic programming (ADP)
local policy iteration
neuro-dynamic programming
optimal control
stochastic processes
Data-Based Reinforcement Learning for Nonzero-Sum Games With Unknown Drift Dynamics
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2019, 卷号: 49, 期号: 8, 页码: 2874-2885
作者:
Zhang, Qichao
;
Zhao, Dongbin
浏览
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Adobe PDF(1021Kb)
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浏览/下载:390/119
  |  
提交时间:2019/07/12
Integral reinforcement learning (IRL)
neural network (NN)
nonzero-sum (NZS) games
off-policy
single-critic
unknown drift dynamics