具有不同风险群体的空间SIRD模型——流行病建模的多因子方法

IF 2.7 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Journal of Information and Telecommunication Pub Date : 2022-05-11 DOI:10.1080/24751839.2022.2065765
Mihailo Ilic, M. Ivanović
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引用次数: 0

摘要

摘要本文重点介绍了软件代理的使用和模拟真实世界的医学现象。我们首先简要概述了用于开发软件代理和运行模拟的不同方法和工具。本文使用了一种最新的工具来开发疾病在病原体群体中传播的模型并进行实验。我们提出了SIRD模型的扩展,该模型包括主体的新状态、空间成分以及基于年龄的不同风险组。多种因素影响病原体在特定人群中的寿命,例如其传染性和致死性。本文展示了用新的、改进的SIRD模型进行的广泛实验的有趣结果,以及关键因素对疾病传播的影响。
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Spatial SIRD model with different risk groups – multiagent approach for modelling an epidemic
ABSTRACT This paper highlights the use of software agents and simulating real-world medical phenomena. We start with a brief overview of different approaches and tools for developing software agents and running simulations. One of the more recent tools was utilized in this paper to develop a model of disease spread in a population of agents and for performing experiments. We proposed an extension of the SIRD model, which includes a new state for agents, spatial component, and also different risk groups based on age. Multiple factors affect the longevity of a pathogen in a given population, for instance, its infectivity and deadliness. This paper shows interesting results of extensive experiments performed with novel, modified SIRD model and impact of key factors on disease spread.
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来源期刊
CiteScore
7.50
自引率
0.00%
发文量
18
审稿时长
27 weeks
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