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资助机构:National Natural Science Foundation of China
资助项目:National Natural Science Foundation of China[U1501251]
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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:387/88
  |  
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)
Continuous-Time Time-Varying Policy Iteration
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 12, 页码: 4958-4971
作者:
Wei, Qinglai
;
Liao, Zehua
;
Yang, Zhanyu
;
Li, Benkai
;
Liu, Derong
Adobe PDF(3149Kb)
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浏览/下载:305/58
  |  
提交时间:2021/03/02
Optimal control
Nonlinear systems
Time-varying systems
Mathematical model
Dynamic programming
Approximation algorithms
Iterative algorithms
Adaptive critic designs
adaptive dynamic programming (ADP)
neuro-dynamic programming
nonlinear systems
optimal control
policy iteration
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
收藏
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浏览/下载:242/0
  |  
提交时间:2021/01/07
Adaptive dynamic programming (ADP)
control constraints
convergence analysis
H-infinity tracking
neural network (NN)
optimal control
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:239/0
  |  
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
Discrete-Time Impulsive Adaptive Dynamic Programming
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 10, 页码: 4293-4306
作者:
Wei, Qinglai
;
Song, Ruizhuo
;
Liao, Zehua
;
Li, Benkai
;
Lewis, Frank L.
收藏
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浏览/下载:295/0
  |  
提交时间:2021/01/07
Optimal control
Performance analysis
Nonlinear systems
Dynamic programming
Heuristic algorithms
Indexes
Adaptive critic designs
adaptive dynamic programming (ADP)
approximate dynamic programming
impulsive control
nonlinear systems
optimal control
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:227/75
  |  
提交时间:2020/10/23
Adaptive critic designs
adaptive dynamic programming (ADP)
local policy iteration
neuro-dynamic programming
optimal control
stochastic processes
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
收藏
  |  
浏览/下载:184/0
  |  
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
Output Tracking Control Based on Adaptive Dynamic Programming With Multistep Policy Evaluation
期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 卷号: 49, 期号: 10, 页码: 2155-2165
作者:
Luo, Biao
;
Liu, Derong
;
Huang, Tingwen
;
Liu, Jiangjiang
收藏
  |  
浏览/下载:258/0
  |  
提交时间:2019/12/16
Adaptive dynamic programming (ADP)
Bellman equation
heuristic dynamic programming
neural networks (NNs)
output tracking control
Adaptive Q-Learning for Data-Based Optimal Output Regulation With Experience Replay
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2018, 卷号: 48, 期号: 12, 页码: 3337-3348
作者:
Luo, Biao
;
Yang, Yin
;
Liu, Derong
收藏
  |  
浏览/下载:334/0
  |  
提交时间:2019/01/08
Data-based
experience replay
neural networks (NNs)
off-policy
optimal control
Q-learning (QL)