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长春光学精密机械与物... [2]
自动化研究所 [1]
沈阳自动化研究所 [1]
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OAI收割 [4]
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会议论文 [3]
期刊论文 [1]
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2020 [1]
2011 [1]
2010 [1]
2007 [1]
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Optimal Elevator Group Control via Deep Asynchronous Actor-Critic Learning
期刊论文
OAI收割
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.
  |  
收藏
  |  
浏览/下载:27/0
  |  
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)
Energy-consumption-related robust optimization scheduling strategy for elevator group control system (EI CONFERENCE)
会议论文
OAI收割
2011 IEEE 5th International Conference on Cybernetics and Intelligent Systems, CIS 2011, September 17, 2011 - September 19, 2011, Qingdao, China
作者:
Wang F.
;
Wang F.
收藏
  |  
浏览/下载:31/0
  |  
提交时间:2013/03/25
Group elevator scheduling (GES) problem is an optimization problem. In this work
a robust optimization scheduling method is proposed to solve elevator group control system problem with passenger traffic flow uncertainty. An uncertain optimization model of elevator group scheduling is set up based on considering both energy consumption and waiting time. When considering the uncertainty of passenger traffic flow
the model is an uncertain optimization problem. It is tuned into its robust counterpart (RC) based on robust optimization theory. The simulation experiment presents the proposed scheduling method's scheduling performance. 2011 IEEE.
Energy-saving scheduling strategy for elevator group control system based on ant colony optimization (EI CONFERENCE)
会议论文
OAI收割
2010 IEEE Youth Conference on Information, Computing and Telecommunications, YC-ICT 2010, November 28, 2010 - November 30, 2010, Beijing, China
作者:
Zhang J.-L.
;
Li J.-F.
收藏
  |  
浏览/下载:26/0
  |  
提交时间:2013/03/25
Elevator group control scheduling is to dispatch every elevator to serve call requests from different floors based on some certain goal. It's a kind of typical combinatorial optimization problems. Ant colony algorithm is good at solving the discrete combinatorial optimization
its well global optimization ability and quick convergence velocity are both necessary to a scheduling algorithm. Moreover
reducing passengers' waiting and traveling time is the main focus of current dispatching algorithms
neglecting the energy consumed by the elevator system. So it's necessary to research on energy-saving algorithms. For the purpose of elevator group's energy-conservation run
the objective function of energy is built
ant colony model for elevator group control system is created
its optimization mechanism is figured out
and convergence of the algorithm is studied in this paper. Simulation results show the effectiveness of the strategy. 2010 IEEE.
Ant colony algorithm and fuzzy neural network-based intelligent dispatching algorithm of an elevator group control system
会议论文
OAI收割
IEEE International Conference on Control and Automation, Guangzhou, China, May 30 - June 1, 2007
作者:
Liu, Jianchang
;
Liu YY(刘意杨)
收藏
  |  
浏览/下载:19/0
  |  
提交时间:2012/06/06
elevator group control
ant colony algorithm
fuzzy neural network
intelligent dispatching