Pedestrian Choice Modeling and Simulation of Staged Evacuation Strategies in Daya Bay Nuclear Power Plant

doi:10.1109/TCSS.2020.2979531

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 平行智能技术与系统团队

	Pedestrian Choice Modeling and Simulation of Staged Evacuation Strategies in Daya Bay Nuclear Power Plant
	Yang, Linyao1,2 ; Wang, Xiao1,3 ; Zhang, Jun Jason 1,4; Zhou, Min5 ; Wang, Fei-Yue1,3
发表期刊	EEE Transactions on Computational Social Systems
ISSN	2329-924X
	2020
卷号	7 期号:3 页码:686-695
摘要	Considering the distances to exits, exits' capacities, the sizes of queues at exits, distances to the nuclear power plant, as well as individual characteristics, the exit choice model for pedestrians in the plume planning area is established based on a random forest model. This model is trained and verified with the survey data of residents around the Daya Bay Nuclear Power Plant collected from a serious game-based questionnaire system. Combining the pedestrian choice with the agent-based pedestrian behavior simulation model, the evacuation process of a nuclear accident is simulated. Based on the detailed evacuation simulation model, a comparative experiment is performed to evaluate the staged evacuation strategy in such scenarios. Simulation results indicate that staged evacuation may not be the best strategy all the time, and the number of groups highly impacts its performance.
关键词	Agent-based modeling exit choice pedestrian crowd evacuation random forest (RF) staged evacuation
学科门类	工学 ; 工学::计算机科学与技术（可授工学、理学学位）
DOI	10.1109/TCSS.2020.2979531
URL	查看原文
语种	英语
引用统计	被引频次：8[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/48712
专题	多模态人工智能系统全国重点实验室_平行智能技术与系统团队
通讯作者	Wang, Xiao
作者单位	1.State Key Laboratory for Management and Control of Complex Systems, Institute of Automation, Chinese Academy of Sciences 2.School of Artificial Intelligence, University of Chinese Academy of Sciences 3.Qingdao Academy of Intelligent Industries 4.School of Electrical Engineering and Automation, Wuhan University 5.State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University
第一作者单位	中国科学院自动化研究所
通讯作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Yang, Linyao,Wang, Xiao,Zhang, Jun Jason,et al. Pedestrian Choice Modeling and Simulation of Staged Evacuation Strategies in Daya Bay Nuclear Power Plant[J]. EEE Transactions on Computational Social Systems,2020,7(3):686-695.
APA	Yang, Linyao,Wang, Xiao,Zhang, Jun Jason,Zhou, Min,&Wang, Fei-Yue.(2020).Pedestrian Choice Modeling and Simulation of Staged Evacuation Strategies in Daya Bay Nuclear Power Plant.EEE Transactions on Computational Social Systems,7(3),686-695.
MLA	Yang, Linyao,et al."Pedestrian Choice Modeling and Simulation of Staged Evacuation Strategies in Daya Bay Nuclear Power Plant".EEE Transactions on Computational Social Systems 7.3(2020):686-695.

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