An Agent-Based Model of COVID-19 on the Diamond Princess Cruise Ship

Naomi A. Rankin
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Abstract

. We model the COVID-19 outbreak and shipboard quarantine with a 3-D agent-based simulation of a SEIR model which preserves the ratios of crew, passengers, and shipboard space. The stochastic model captures the movement patterns of passengers and crew members on-board the ship, as well as how this movement changed once quarantine is established. The study includes the derivation of the basic reproduction number based on contact numbers and transmission rates. We capture the number of contacts between two people when they remain within the model equivalent of a 3-foot radius for 60 minutes and the transmission probability per contact. We show that, based on the measured reproduction number, an outbreak is bound to occur in the majority of simulations even with quarantine imposed on the ship. We also show that most infection on board occurs by others of the same group (passenger or crew), with passengers causing the majority of infections.
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基于agent的钻石公主号邮轮COVID-19模型
. 我们通过基于3d代理的SEIR模型模拟COVID-19爆发和船上隔离,该模型保留了船员、乘客和船上空间的比例。随机模型捕捉了船上乘客和船员的运动模式,以及这种运动在隔离建立后的变化。该研究包括基于接触数和传播率的基本繁殖数的推导。当两个人在相当于3英尺半径的模型内停留60分钟时,我们捕获他们之间的接触次数以及每次接触的传播概率。我们表明,根据测量的繁殖数量,即使在船上实施隔离,在大多数模拟中也必然会发生疫情。我们还显示,船上的大多数感染发生在同一群体的其他人(乘客或机组人员)身上,其中乘客造成的感染最多。
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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