SISDH: A Model Based on SMAs and SIRs for the Simulation of the Evolution of COVID-19 in Cameroon

Batchakui Bernabe, Fandio Esdras, Ebouky Brown, Kwate Loïc, Waffo Stephane
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Abstract

This paper presents a model to simulate the evolution of COVID-19 in the Cameroonian context. The presented model SISDH stands for Susceptible, Infected, Severe, Died, and Healed is made up of the mixture of a Multi-Agent System (SMA) and a SIR (Susceptible, Infected, Recovered)-based model, and mainly addresses the problem of modelling the evolution of pandemics with a high transmission rate. Multi-agent systems are used to design the SIR model’s entities, namely the habitants of the region subject to the study. The experimentation carried out showed that the combination of the two concepts favours rapid decision-making. For example, the requirement to wear a mask or strict adherence to social distancing reduces the risk of spread. The application of these tough measures had theoretically leveled down the spreading of the epidemic. Besides the lowering of the number of cases when strict measures were applied, we also highlighted a significant reduction of deaths and severe illness which is a concomitant result of the lockdown. On the other hand, our experiments revealed a peak of infections a few steps after the beginning when no restrictions are made for barrier measures. The peak is followed by a sudden decrease in infection which might convey immunity of the population.
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基于sma和SIRs的喀麦隆新冠肺炎疫情演变模拟模型
本文提出了一个在喀麦隆背景下模拟COVID-19演变的模型。提出的模型SISDH代表易感、感染、严重、死亡和治愈,由多智能体系统(SMA)和基于SIR(易感、感染、康复)的模型混合组成,主要解决具有高传播率的流行病演变的建模问题。使用多智能体系统来设计SIR模型的实体,即研究区域的居民。所进行的实验表明,这两个概念的结合有利于快速决策。例如,要求戴口罩或严格遵守社交距离可降低传播风险。这些严厉措施的实施在理论上抑制了这种流行病的蔓延。除了采取严格措施减少了病例数外,我们还强调了封锁带来的死亡和严重疾病的显著减少。另一方面,我们的实验显示,在没有采取隔离措施的情况下,感染在开始后几步就达到高峰。高峰之后是感染的突然减少,这可能传递了人群的免疫力。
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