Dynamic planning of crowd evacuation path for metro station based on Dynamic Avoid Smoke A-Star algorithm

IF 6.7 1区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY
Songtao Zuo , Zhanli Mao , Chuangang Fan , Xin Chen , Meiling Gong , Jianxing Ren , Xiaoxiao Fan , Yongnan Guo
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引用次数: 0

Abstract

Considerable casualties can easily be caused once a fire occurs in a metro station, and a safe and effective evacuation path in time should be provided, taking on critical significance in the rapid evacuation of the crowd. In existing research, crowd evacuation paths have been generally planned without considering the fire environment and the real-time effect of fire products on the evacuation paths, such that the planned paths do not fit the realistic environment of crowd evacuation. An algorithm is proposed in this study to dynamically plan evacuation paths in fire scenarios in metro stations. First, the equivalent length of the path under the effect of fire on evacuation speed is determined in accordance with the effects of ambient temperature, visibility, and CO concentration, and then the fire risk model is built. Second, the fire risk model is incorporated into the A-Star algorithm, and the evaluation function of the A-Star algorithm is optimized, such that the determined path is capable of avoiding areas with higher fire risk. Subsequently, a dynamic update mechanism considering time factor is introduced to update the search environment information data of the algorithm in real time for dynamic path planning, with the aim of coping with the dynamically changing fire environment. Lastly, the A-Star algorithm is optimized, and the Dynamic Avoid-Smoke A-Star (DASA-Star) algorithm is built. As indicated by the simulation results, the DASA-Star algorithm is capable of making a trade-off between the fire risk and geometric length of the path in an underground station fire scenario and achieving dynamic planning of evacuation paths based on FDS fire simulation results. Accordingly, the algorithm conforms to the real-time requirements of path planning under fire conditions, and it is capable of more effectively planning the optimal evacuation path under the effect of fire.
基于动态避烟 A-Star 算法的地铁站人群疏散路径动态规划
地铁站一旦发生火灾,极易造成重大人员伤亡,因此,及时提供安全有效的疏散通道,对快速疏散人群具有重要意义。在现有的研究中,人群疏散路径的规划一般都没有考虑火灾环境和火灾产物对疏散路径的实时影响,导致规划的疏散路径不符合人群疏散的实际环境。本研究提出了一种算法,用于动态规划地铁站火灾场景下的疏散路径。首先,根据环境温度、能见度和 CO 浓度的影响,确定火灾对疏散速度影响下的路径等效长度,然后建立火灾风险模型。其次,将火灾风险模型纳入 A-Star 算法,并优化 A-Star 算法的评估函数,使确定的路径能够避开火灾风险较高的区域。随后,引入考虑时间因素的动态更新机制,实时更新算法的搜索环境信息数据,进行动态路径规划,以应对动态变化的火灾环境。最后,对 A-Star 算法进行了优化,建立了动态避烟 A-Star 算法(DASA-Star)。仿真结果表明,DASA-Star 算法能够在地下车站火灾场景中对火灾风险和路径几何长度进行权衡,并根据 FDS 火灾仿真结果实现疏散路径的动态规划。因此,该算法符合火灾条件下路径规划的实时性要求,能够更有效地规划火灾影响下的最优疏散路径。
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来源期刊
Tunnelling and Underground Space Technology
Tunnelling and Underground Space Technology 工程技术-工程:土木
CiteScore
11.90
自引率
18.80%
发文量
454
审稿时长
10.8 months
期刊介绍: Tunnelling and Underground Space Technology is an international journal which publishes authoritative articles encompassing the development of innovative uses of underground space and the results of high quality research into improved, more cost-effective techniques for the planning, geo-investigation, design, construction, operation and maintenance of underground and earth-sheltered structures. The journal provides an effective vehicle for the improved worldwide exchange of information on developments in underground technology - and the experience gained from its use - and is strongly committed to publishing papers on the interdisciplinary aspects of creating, planning, and regulating underground space.
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