Agent-based modeling and simulation of pandemic propagation in a school environment

Ahmad A Fouad, Ahmed El Antably
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引用次数: 1

Abstract

Spatial behavior is a principal aspect for architects to consider. Unfortunately, it is sometimes hard to predict, as users of space seldom follow a standard routine. However, predicting user behavior in a space can potentially illuminate the entire design process. Moreover, it is a key factor in fighting the recent COVID-19 pandemic. Until most of the public gets their vaccine, health officials recommend social distancing as the primary means of fighting the pandemic. This paper uses an agent-based modeling and simulation (ABMS) approach to reproduce, analyze, and predict spatial behavior during the pandemic in a school environment and its impact on disease propagation. The simulation reproduces the behavior of teachers and students at a sample elementary school. By manipulating parameters that simulate the school officials' response to the pandemic, stakeholders can assess the most effective preventive measures. As a result of running multiple scenarios, the study demonstrates how varying starting conditions and alternate spatial behaviors could lead to different results, providing insight to stakeholders on how to handle disease spread in school environments.
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基于Agent的流行病在学校环境中传播的建模与仿真
空间行为是建筑师考虑的主要方面。不幸的是,有时很难预测,因为空间的用户很少遵循标准例程。然而,预测用户在空间中的行为可能会照亮整个设计过程。此外,这也是抗击最近的COVID-19大流行的关键因素。在大多数公众接种疫苗之前,卫生官员建议将保持社交距离作为对抗大流行的主要手段。本文采用基于主体的建模和仿真(ABMS)方法来重现、分析和预测学校环境中大流行期间的空间行为及其对疾病传播的影响。模拟再现了一所样本小学教师和学生的行为。通过操纵模拟学校官员应对大流行的参数,利益相关者可以评估最有效的预防措施。由于运行了多个场景,该研究展示了不同的起始条件和交替的空间行为如何导致不同的结果,为利益相关者提供了如何处理学校环境中疾病传播的见解。
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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CiteScore
3.20
自引率
17.60%
发文量
44
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