Satellite-Based Modeling of Anopheles Mosquito Densities on Heterogeneous Land Cover in Western Thailand

A. Charoenpanyanet, Xiaoyong Chen
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引用次数: 15

Abstract

Abstract Landsat 5 TM was used as a tool to model Anopheles mosquito densities on heterogeneous land cover. In this study, mosquito density data was divided into five classes; absence, low, moderate, high, and very high densities. Land cover was classified into eight types. Stagnant water, wetland, and paddy land cover types are larva habitat. Forest, cropland, orchard, and grassland land cover types are adult habitat. Built-up land is non habitat. Multiple linear regression and discriminant analysis were selected to identify the relationship between mosquito densities and land cover types. For the average flight range of mosquitoes, 1000, 2000, and 3000 meters buffer were used as the sample zones around the collected points to test the relationship between them. The results revealed that discriminant analysis is the best statistical model for fitting the model. The mosquito flight range of 1000, 2000, and 3000 meters were predicted with accuracies up to 80%, followed by 74.3%, and 54.3%, respectively. Relationships between mosquito density and heterogeneous land cover in this study appear to be varied upon forest, grassland, and larva habitat within the 1000 meters buffer, likewise, forest, and larva habitat within 2000 meters buffer.
泰国西部异质土地覆盖按蚊密度的卫星模拟
利用Landsat 5 TM对非均匀土地覆盖条件下按蚊密度进行了模拟。本研究将蚊密度数据分为5类;缺席,低,中等,高,和非常高的密度。土地覆盖分为8种类型。死水、湿地和水田覆盖类型是幼虫的栖息地。森林、农田、果园和草地是成虫的栖息地。建筑用地不是栖息地。采用多元线性回归和判别分析方法确定蚊虫密度与土地覆盖类型的关系。蚊虫的平均飞行距离以采样点周围的1000、2000、3000 m缓冲区作为采样区,检验二者之间的关系。结果表明,判别分析是拟合该模型的最佳统计模型。蚊虫飞行距离1000米、2000米和3000米的预测准确率分别为80%、74.3%和54.3%。在本研究中,在1000米缓冲带内的森林、草地和幼虫栖息地,以及2000米缓冲带内的森林和幼虫栖息地,蚊子密度与异质土地覆盖之间的关系似乎有所不同。
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