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

被引:1
|
作者
Fouad, Ahmad A. [1 ]
El Antably, Ahmed [1 ]
机构
[1] Arab Acad Sci Technol & Maritime Transport, Cairo Campus, Cairo 11799, Egypt
关键词
spatial behavior; agent-based modeling and simulation; human behavior simulations; multi-agent system; COVID-19; HUMAN-BEHAVIOR; SPREAD; WALKING; TREES;
D O I
10.1177/14780771221089886
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
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.
引用
收藏
页码:120 / 135
页数:16
相关论文
共 50 条
  • [1] Agent-based modeling and simulation in architecture
    Stieler, David
    Schwinn, Tobias
    Leder, Samuel
    Maierhofer, Mathias
    Kannenberg, Fabian
    Menges, Achim
    AUTOMATION IN CONSTRUCTION, 2022, 141
  • [2] Agent-based Modeling and Simulation of the Public Opinion Propagation in the Small-world Network
    Tan, Lei
    Yang, Yong
    Han, Peng
    Li, Yan
    2014 7TH INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI 2014), 2014, : 940 - 944
  • [3] Agent-Based Simulation and Modeling of COVID-19 Pandemic: A Bibliometric Analysis
    Tang, Jing
    Vinayavekhin, Sukrit
    Weeramongkolkul, Manapat
    Suksanon, Chanakan
    Pattarapremcharoen, Kantapat
    Thiwathittayanuphap, Sasinat
    Leelawat, Natt
    JOURNAL OF DISASTER RESEARCH, 2022, 17 (01) : 93 - 102
  • [4] Agent-Based Modeling and Simulation on Emergency Evacuation
    Ren, Chuanjun
    Yang, Chenghui
    Jin, Shiyao
    COMPLEX SCIENCES, PT 2, 2009, 5 : 1451 - +
  • [5] ABStractme: Modularized Environment Modeling in Agent-based Simulations
    Moreira, Deividi
    Santos, Fernando
    Barbieri, Matheus
    Nunes, Ingrid
    Bazzan, Ana L. C.
    AAMAS'17: PROCEEDINGS OF THE 16TH INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS AND MULTIAGENT SYSTEMS, 2017, : 1802 - 1804
  • [6] Interactive Visualization of Agent-Based Pandemic Simulation in Web Browser
    Mrozek, Michal
    Sirenko, Mikhail
    Foks-Ryznar, Anna
    Sawicki, Bartosz
    2022 23RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL PROBLEMS OF ELECTRICAL ENGINEERING (CPEE), 2022,
  • [7] Agent-Based Modeling and Simulation of Speciation and Ecosystem Diversity
    Drezewski, Rafal
    2018 INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT INFORMATICS (SAIN), 2018, : 210 - 215
  • [8] Agent-based modeling of the COVID-19 pandemic in Florida
    Pillai, Alexander N.
    Ben Toh, Kok
    Perdomo, Dianela
    Bhargava, Sanjana
    Stoltzfus, Arlin
    Longini Jr, Ira M.
    Pearson, Carl A. B.
    Hladish, Thomas J.
    EPIDEMICS, 2024, 47
  • [9] Agent-Based Modeling and Simulation for Open Complex Systems
    Zhang, Guangjun
    Li, Yaodong
    2010 2ND INTERNATIONAL ASIA CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS (CAR 2010), VOL 1, 2010, : 504 - 507
  • [10] AGENT-BASED MODELING AND SIMULATION OF AN ARTIFICIAL ECONOMY WITH REPAST
    Hakrama, Igli
    Frasheri, Neki
    INTERNATIONAL JOURNAL ON INFORMATION TECHNOLOGIES AND SECURITY, 2018, 10 (02): : 47 - 56