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A Data-Driven Iterative Learning Approach for Optimizing the Train Control Strategy
期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2023, 卷号: 19, 期号: 7, 页码: 7885-7893
作者:
Su, Shuai
;
Zhu, Qingyang
;
Liu, Junqing
;
Tang, Tao
;
Wei, Qinglai
;
Cao, Yuan
收藏
  |  
浏览/下载:98/0
  |  
提交时间:2023/11/17
Deep reinforcement learning (RL)
driving strategy
energy-efficient train control (EETC)
soft actorcritic (SAC)
Event-Triggered Deep Reinforcement Learning Using Parallel Control: A Case Study in Autonomous Driving
期刊论文
IEEE TRANSACTIONS ON INTELLIGENT VEHICLES, 2023, 卷号: 8, 期号: 4, 页码: 2821-2831
作者:
Lu, Jingwei
;
Han, Liyuan
;
Wei, Qinglai
;
Wang, Xiao
;
Dai, Xingyuan
;
Wang, Fei-Yue
收藏
  |  
浏览/下载:89/0
  |  
提交时间:2023/11/17
Autonomous vehicles
Decision making
Path planning
Training
Optimal control
Deep learning
Complex systems
Autonomous driving
deep reinforcement learning
deep Q-network
event-triggered control
parallel control
A Self-Attention-Based Deep Reinforcement Learning Approach for AGV Dispatching Systems
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 12
作者:
Wei, Qinglai
;
Yan, Yutian
;
Zhang, Jie
;
Xiao, Jun
;
Wang, Cong
收藏
  |  
浏览/下载:216/0
  |  
提交时间:2023/01/09
Automated guided vehicle (AGV) dispatching
deep learning
reinforcement learning (RL)
self-attention
VGN: Value Decomposition With Graph Attention Networks for Multiagent Reinforcement Learning
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 14
作者:
Wei, Qinglai
;
Li, Yugu
;
Zhang, Jie
;
Wang, Fei-Yue
收藏
  |  
浏览/下载:221/0
  |  
提交时间:2022/07/25
Mathematical models
Task analysis
Games
Q-learning
Neural networks
Behavioral sciences
Training
Deep learning
graph attention networks (GATs)
multiagent systems
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)
  |  
收藏
  |  
浏览/下载:260/33
  |  
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
Adobe PDF(1354Kb)
  |  
收藏
  |  
浏览/下载:217/0
  |  
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
Continuous-Time Distributed Policy Iteration for Multicontroller Nonlinear Systems
期刊论文
IEEE TRANSACTIONS ON CYBERNETICS, 2021, 卷号: 51, 期号: 5, 页码: 2372-2383
作者:
Wei, Qinglai
;
Li, Hongyang
;
Yang, Xiong
;
He, Haibo
Adobe PDF(1246Kb)
  |  
收藏
  |  
浏览/下载:230/40
  |  
提交时间:2021/06/07
Optimal control
Nonlinear systems
Decentralized control
Mathematical model
Convergence
Multi-agent systems
Adaptive dynamic programming (ADP)
approximate dynamic programming
distributed policy iteration
nonlinear systems
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)
  |  
收藏
  |  
浏览/下载:295/44
  |  
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)
  |  
收藏
  |  
浏览/下载:340/77
  |  
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)
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)
  |  
收藏
  |  
浏览/下载:376/39
  |  
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