Modelling Context Effects in Exit Choice for Building Evacuations

Fire Pub Date : 2024-05-17 DOI:10.3390/fire7050169
Dongli Gao, Xuanwen Liang, Qian Chen, Hongpeng Qiu, Eric Wai Ming Lee
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Abstract

Understanding exit choice behaviour is essential for optimising safety management strategies in building evacuations. Previous research focused on contextual attributes, such as spatial information, influencing exit choice, often using utility models based on monotonic functions of attributes. However, during emergencies, evacuees typically make rapid, less calculated decisions. The choice of context can significantly impact the evaluation of attributes, leading to preference reversals within the same choice set but under varying context conditions. This cognitive psychological phenomenon, known as context effects, encompasses the compromise effect, the similarity effect, and the attraction effect. While researchers have long recognised the pivotal role of context effects in human decision making, their incorporation into computer-aided evacuation management remains limited. To address this gap, we introduce context effects (CE) in a social force (SF) model, CE-SF. Evaluating CE-SF’s performance against the UF-SF model, which considers only the utility function (UF), we find that CE-SF better replicates exit choice behaviour across urgency levels, highlighting its potential to enhance evacuation strategies. Notably, our study identifies three distinct context effects during evacuations, emphasising their importance in advancing safety measures.
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模拟建筑物疏散时出口选择的情境效应
了解出口选择行为对于优化建筑物疏散的安全管理策略至关重要。以往的研究侧重于影响撤离选择的环境属性,如空间信息,通常使用基于属性单调函数的效用模型。然而,在紧急情况下,疏散人员通常会做出快速、不那么经过深思熟虑的决定。情境的选择会对属性评估产生重大影响,从而导致在不同情境条件下,同一选择集的偏好发生逆转。这种认知心理现象被称为情境效应,包括妥协效应、相似效应和吸引效应。虽然研究人员早已认识到情境效应在人类决策中的关键作用,但将其纳入计算机辅助疏散管理的研究仍然有限。为了弥补这一不足,我们在社会力量(SF)模型 CE-SF 中引入了情境效应(CE)。与只考虑效用函数(UF)的UF-SF模型相比,我们评估了CE-SF的性能,发现CE-SF更好地再现了不同紧急程度下的撤离选择行为,突出了其增强撤离策略的潜力。值得注意的是,我们的研究发现了疏散过程中三种不同的情境效应,强调了它们在推进安全措施方面的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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