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Dynamic crowd evacuation approach for the emergency route planning problem: Application to case studies

机译:紧急路线规划问题的动态人群疏散方法:案例研究申请

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摘要

Disastrous situations, either natural or man-made, have claimed countless lives. In a planning context, this triggers the need for an evacuation situation that involves the emergency route planning (ERP) problem. ERP emphasizes the effectiveness of the evacuation plan to mitigate risk and ensure crowd safety. Reviews on previous ERP works have elicited a plethora of approaches, such as decision support, exact, heuristic, and meta heuristic approaches. However, previous works on ERP focused on either crowd modeling techniques or routing approaches, but not both. This elicits the need to bridge modeling and routing approaches by means of a dynamic concept. To capture this dynamism concept, group cohesiveness and flexible routing approaches have been proposed, namely as an integrated evacuation planning with dynamism (iEvaP +). Group cohesiveness is utilized by considering group structure and intra-group compliance. Meanwhile, an artificial immune system (AIS) algorithm is adopted as the route optimizer. The iEvaP + approach is applied to three case studies in order to identify the impact of crowd dynamism in the ERP problem. The result indicates that dynamism has direct influence on the evacuation plan performance. Besides the group cohesiveness, the properties of the evacuation network (such as exit) are also important in mitigating risks and crowd survivability.
机译:无论是自然的还是人造的灾难性情况都声称了无数的生命。在规划背景下,这触发了需要疏散情况,涉及紧急路线规划(ERP)问题。 ERP强调疏散计划的有效性,减轻风险并确保人群安全。上次ERP工程的评论引发了一种普遍的方法,如决策支持,精确,启发式和元启发式方法。但是,以前的工作在ERP上专注于人群建模技术或路由方法,但并不是两者。这引出了通过动态概念来桥接建模和路由方法的需要。为了捕捉这种动态主义概念,已经提出了组凝聚力和灵活的路由方法,即作为动态的综合疏散计划(IEVAP +)。通过考虑组结构和组内遵从性,利用组凝聚力。同时,采用人工免疫系统(AIS)算法作为路线优化器。 IEVAP +方法适用于三个案例研究,以确定人群活力在ERP问题中的影响。结果表明,动态主义对疏散计划性能有直接影响。除了集团的凝聚力之外,疏散网络的性质(如出口)在缓解风险和人群生存能力方面也很重要。

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