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PHigh-Resolution Topography as an Indicator of Malaria Risk: A Remote Sensing Approach with Satellite Radar Imagery

机译:高分辨率地形作为疟疾风险的指标:一种利用卫星雷达图像的遥感方法

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PThe transmission of malaria via infected mosquitoes is a biological/ecological system affected by hydrologic variability. In the Sahel of Africa, where malaria vector mosquitoes breed in shallow, temporary pools, topography is a significant environmental factor in the formation and persistence of the breeding habitat. Such breeding pools are commonly several meters to tens of meters in size and host the vast majority of malaria vector mosquitoes. Therefore, high-resolution topography is necessary inorder to model breeding habitat productivity mechanistically. This study investigates the role of topography in pool persistence and productivity, and the utility of remote sensing of high-resolution topography for simulating mosquito breeding. Combinations of various synthetic topographic configurations and rainfall scenarios are simulated using a coupled hydrology and entomology model to assess the role of pool catchment size in combination with rainfall variables as a predictor of pool productivity.Rainfall intensity has the strongest influence on pool persistence when compared to duration and frequency. A threshold rainfall frequency exists for a given topographic configuration in order for the pool to persist longer than the development time oflarvae and thus for the pool to be productive. In addition, synthetic aperture radar was used to generate high-resolution topography for application in hydrologic and entomology modeling. A digital elevation model generated with radar interferometry doesnot have enough vertical accuracy (RMS error = 7.7 m) to simulate pools that are tens of meters across and centimeters deep. We conclude that repeat-pass interferometry using two radar images is not a viable method to acquire topography to model pools or confidently delineate pool catchment areas. Additional research is needed to further explore the potential of remote sensing, particularly interferometric methods, as a tool in predicting topographic influences of malaria risk at a high spatial resolution.
机译:P通过感染的蚊子传播疟疾是受水文变异影响的生物/生态系统。在非洲的萨赫勒地区,疟疾媒介蚊子在浅的临时池中繁殖,地形是繁殖栖息地形成和持续的重要环境因素。这种繁殖池的大小通常在几米到几十米之间,并容纳着绝大多数疟疾媒介蚊子。因此,为了以机械方式模拟繁殖栖息地的生产力,高分辨率地形是必要的。这项研究调查了地形在池持久性和生产力中的作用,以及高分辨率地形的遥感在模拟蚊子繁殖中的作用。结合水文和昆虫学模型对各种合成地形配置和降雨情景的组合进行模拟,以评估水池汇水面积的大小以及降雨变量作为水池生产力的预测指标。相比之下,降雨强度对水池持久性的影响最大。持续时间和频率。对于给定的地形配置,存在阈值降雨频率,以便使池的持续时间长于幼虫的发育时间,从而使池保持生产力。此外,合成孔径雷达用于生成高分辨率地形图,用于水文和昆虫学建模。用雷达干涉仪生成的数字高程模型没有足够的垂直精度(RMS误差= 7.7 m)来模拟数十米宽和几厘米深的水池。我们得出的结论是,使用两个雷达图像进行重复通过干涉法不是获取地形以建模水池或可靠地描绘水池集水区的可行方法。需要进一步的研究来进一步探索遥感的潜力,尤其是干涉测量方法,作为以高空间分辨率预测疟疾风险的地形影响的工具。

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