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An agent‐based movement model to assess the impact of landscape fragmentation on disease transmission

机译:基于主体的运动模型来评估景观破碎化对疾病传播的影响

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Landscape changes can result in habitat fragmentation and reduced landscape connectivity, limiting the ability of animals to move across space and altering infectious disease dynamics in wildlife. In this study, we develop and implement an agent‐based model to assess the impacts of animal movement behavior and landscape structure on disease dynamics. We model a susceptible/infective disease state system applicable to the transmission of feline immunodeficiency virus in bobcats in the urbanized landscape of coastal southern California. Our agent‐based model incorporates animal movement behavior, pathogen prevalence, transmission probability, and habitat fragmentation to evaluate how these variables influence disease spread in urbanizing landscapes. We performed a sensitivity analysis by simulating the system under 4200 different combinations of model parameters and evaluating disease transmission outcomes. Our model reveals that host movement behavior and response to landscape features play a pivotal role in determining how habitat fragmentation influences disease dynamics. Importantly, interactions among habitat fragmentation and movement had non‐linear and counter‐intuitive effects on disease transmission. For example, the model predicts that an intermediate level of non‐habitat permeability and directionality will result in the highest rates of between‐patch disease transmission. Agent‐based models serve as computational laboratories that provide a powerful approach for quantitatively and visually exploring the role of animal behavior and anthropogenic landscape change on contacts among agents and the spread of disease. Such questions are challenging to study empirically given that it is difficult or impossible to experimentally manipulate actual landscapes and the animals and pathogens that move through them. Modeling the relationship between habitat fragmentation, animal movement behavior, and disease spread will improve understanding of the spread of potentially destructive pathogens through wildlife populations, as well as domestic animals and humans.
机译:景观变化可能导致栖息地破碎化,并降低景观连通性,限制动物在太空中移动的能力,并改变野生动植物的传染病动态。在本研究中,我们开发并实施了基于主体的模型,以评估动物运动行为和景观结构对疾病动态的影响。我们建模适用于在加州南部沿海城市化景观中山猫传播猫免疫缺陷病毒的易感性/感染性疾病状态系统。我们基于代理的模型结合了动物运动行为,病原体流行率,传播概率和栖息地破碎化,以评估这些变量如何影响疾病在城市化景观中的传播。我们通过在4200种不同的模型参数组合下模拟系统并评估疾病传播结果来进行敏感性分析。我们的模型表明,宿主移动行为和对景观特征的响应在确定栖息地破碎如何影响疾病动态方面起着关键作用。重要的是,生境破碎化和运动之间的相互作用对疾病传播具有非线性和违反直觉的影响。例如,该模型预测,中等水平的非栖息地渗透性和方向性将导致斑块间疾病传播的最高速率。基于代理的模型充当计算实验室,为定量和可视化地探索动物行为和人为景观变化对代理之间的接触和疾病传播的作用提供了有力的方法。鉴于很难或不可能通过实验来操纵实际景观以及穿过它们的动物和病原体,因此对这些问题进行实证研究具有挑战性。对栖息地破碎化,动物运动行为和疾病传播之间的关系进行建模,可以增进对野生动植物种群以及家畜和人类传播潜在破坏性病原体的了解。

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