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复杂蚊群动态、登革热传播及其控制模拟模型的参数化和敏感性分析。

Parameterization and sensitivity analysis of a complex simulation model for mosquito population dynamics, dengue transmission, and their control.

机构信息

Department of Entomology, University of California, Davis, CA, USA. alicia.m.ellis@gmail .com

出版信息

Am J Trop Med Hyg. 2011 Aug;85(2):257-64. doi: 10.4269/ajtmh.2011.10-0516.

Abstract

Models can be useful tools for understanding the dynamics and control of mosquito-borne disease. More detailed models may be more realistic and better suited for understanding local disease dynamics; however, evaluating model suitability, accuracy, and performance becomes increasingly difficult with greater model complexity. Sensitivity analysis is a technique that permits exploration of complex models by evaluating the sensitivity of the model to changes in parameters. Here, we present results of sensitivity analyses of two interrelated complex simulation models of mosquito population dynamics and dengue transmission. We found that dengue transmission may be influenced most by survival in each life stage of the mosquito, mosquito biting behavior, and duration of the infectious period in humans. The importance of these biological processes for vector-borne disease models and the overwhelming lack of knowledge about them make acquisition of relevant field data on these biological processes a top research priority.

摘要

模型可以成为理解蚊媒疾病动态和控制的有用工具。更详细的模型可能更现实,更适合理解当地疾病动态;然而,随着模型复杂性的增加,评估模型的适用性、准确性和性能变得越来越困难。敏感性分析是一种技术,通过评估模型对参数变化的敏感性,可以对复杂模型进行探索。在这里,我们介绍了对两个相互关联的复杂蚊群动态和登革热传播模拟模型的敏感性分析结果。我们发现,蚊子各生命阶段的存活率、蚊子叮咬行为以及人类传染性期的长短可能对登革热传播的影响最大。这些生物过程对虫媒疾病模型的重要性以及对它们的了解甚少,使得获取这些生物过程的相关实地数据成为首要研究重点。

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