Automatic generation of agent-based models of migratory waterfowl for epidemiological analyses

D. Rao, A. Chernyakhovsky
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引用次数: 1

Abstract

Seasonal migration of waterfowl, in which avian influenza viruses are enzootic, plays a strong role in the ecology of this disease. Consequently, detailed analysis of migratory patterns and its influence on disease ecology is needed to aid design and assessment of prophylaxis and containment strategies. Accordingly, this paper proposes a novel methodology for generating a global agent-based model involving detailed migratory patterns of waterfowl. The methodology transforms geographic information systems (GIS) data to generate metapopulation for agents that model collocated flocks of birds. Generic migratory corridors are suitably adapted to model migratory flyways for each waterfowl metapopulation. The resulting data is generated in XML format compatible with our simulation-based epidemiological analysis environment called SEARUMS. Case studies conducted using SEARUMS and the generated models for high-risk waterfowl species indicate good correlation between simulated and observed viral dispersion patterns, demonstrating the effectiveness of the proposed methodology.
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基于agent的迁徙水禽流行病学分析模型的自动生成
水禽的季节性迁徙,其中禽流感病毒是地方性的,在这种疾病的生态中起着重要作用。因此,需要详细分析迁移模式及其对疾病生态的影响,以帮助设计和评估预防和遏制战略。因此,本文提出了一种新的方法来生成一个包含水禽详细迁徙模式的全局智能体模型。该方法将地理信息系统(GIS)数据转换为对配置的鸟群建模的代理生成元种群。一般的迁徙廊道适合于模拟每个水禽元种群的迁徙飞行路线。结果数据以XML格式生成,与我们的基于模拟的流行病学分析环境SEARUMS兼容。使用SEARUMS和生成的高风险水禽物种模型进行的案例研究表明,模拟的病毒传播模式与观察到的病毒传播模式之间存在良好的相关性,证明了所提出方法的有效性。
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