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《Journal of Shanghai Jiaotong University》 2005-S1
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Combine Reinforcement Learning with Zoning Algorithm

LI Wei, BI Xiao-liang, YE Qing-tai(School of Mechanical Eng., Shanghai Jiaotong Univ., Shanghai 200030, China)  
It is hard to apply reinforcement learning algorithms to solve elevator group control problem in a building with more floors and elevators. This is mainly because of low convergence speed of reinforcement learning algorithms. It is necessary to partition state space into several regions and establish a reinforcement learning system with partitioning function. The system framework and its inside performance principle have a general significance and can be applied to optimal control problem with large state space. A zoning algorithm based partitioning module was developed and the performance results show the advantage of such system.
【Fund】: 国家自然科学基金资助(69975013)项目
【CateGory Index】: TP13
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【References】
Chinese Journal Full-text Database 1 Hits
1 DONG Li(Environment and Equipment Engineering Department,Fujian University of Technology,Fuzhou 350007,China);Study dispatching algorithm of elevator group control in highrise building emergency evacuation[J];Journal of Anhui Institute of Architecture & Industry(Natural Science);2009-04
【Co-references】
Chinese Journal Full-text Database 6 Hits
1 ZHANG Yunli1,YANG Zhenshan 2,JIA Baoshan 3(1.Teaching and Research of Computer,Liaoning Medical University,Jinzhou 121001,China;2.School of Electronic and Information,Dalian University of Technology,Dalian 116024,China;3.School of Safety Science and Engineering,Liaoning Technical University,Fuxin 123000,China);Quantitative assessment of the security of fire evacuation in high-rise buildings by using elevators[J];Journal of Liaoning Technical University(Natural Science);2008-03
2 WU Ying1,2,LI Zhuo-qiu2(1.Faculty of Engineering,China University of Geosciences,Wuhan 430074,China;2.School of Science,Wuhan University of Technology,Wuhan 430070,China);Study on the Crowd Evacuation Model in High-rise Building Fire[J];Safety and Environmental Engineering;2008-03
3 QIAN Xiao long, XUAN Hua, LIU Jian chang (School of Information Science and Engineering, Northeastern University, Shenyang 110004,China);Minimum waiting time of elevator group control systems with heading off elevator in sequence[J];Control and Decision;2002-02
4 LI Zhong-hua, MAO Zong-yuan (College of Automation Science and Engineering, South China Univ. of Tech., Guangzhou 510640, China);Matlab-based Simulation of Elevator Group Control System with Multi-level Velocity Mode[J];Acta Simulata Systematica Sinica;2005-08
5 ZHANG Peng ZHU Chang-ming, Prof. (Institute of Mechanical Engineering Design & Automation, Shanghai Jiaotong University);Elevator Evacuation System in High-rise Buildings during Emergency[J];China Safety Science Journal;2004-08
6 HU Chuan-ping,YANG Yun(Shanghai Fire Research Institute,Ministry of Public Security,Shanghai 200032,China);A case study on fire evacuation by elevator in highrise building[J];Journal of Natural Disasters;2007-04
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