Environmental characterisation of an urban area to assess the distribution of Aedes aegypti monitoring system

Carla Rodriguez Gonzalez, C. Guzman, V. Andreo
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Abstract

Aedes aegypti is the main vector of dengue, chikungunya and zika viruses, which together have resulted in the highest rate of disease and mortality among emerging and/or re-emerging viruses in the Americas. Vector surveillance is a key tool for prevention and control of these diseases. In this context, a proper distribution of sensors within a city will provide timely and precise information to guide public health actions. Under the assumption that environmental variability will determine different probabilities of mosquito presence and activity, our objective was to characterise the urban coverage of Córdoba city at neighbourhood and census tracts levels in order to determine an optimal distribution for the ovitrap network based on the environmental variability. To this aim we first classified very high resolution (VHR) satellite imagery following an object based (GEOBIA) approach. Then, we estimated several landscape metrics for neighbourhood and census tracts polygons and performed a k-mean clustering to determine groups of environmentally similar polygons over the city. After different tests, we defined four environmental clusters for the census tracts and three for the neighbourhoods. Finally, we distributed 150 ovitraps over the city based on the environmental groups defined and compared this distribution with the one used by the Health Ministry, a random one and, a systematic one. It was observed that the arbitrary distribution is the least environmentally representative of the city both for neighbourhoods and census tracts. Instead, the ovitrap distribution stratified by clusters at census tracts level was the best option as it properly covers the environmental variability detected over the city.
城市地区环境特征以评估埃及伊蚊监测系统的分布
埃及伊蚊是登革热、基孔肯雅病毒和寨卡病毒的主要媒介,这三种病毒共同导致美洲新发和/或再发病毒的发病率和死亡率最高。病媒监测是预防和控制这些疾病的关键工具。在这种情况下,在城市内适当分配传感器将提供及时和准确的信息,以指导公共卫生行动。假设环境变化将决定蚊子存在和活动的不同概率,我们的目标是表征Córdoba城市在社区和人口普查区水平上的城市覆盖率,以便根据环境变化确定诱蚊产卵器网络的最佳分布。为此,我们首先采用基于目标(GEOBIA)的方法对甚高分辨率(VHR)卫星图像进行分类。然后,我们估计了社区和人口普查区多边形的几个景观指标,并执行k-均值聚类来确定城市中环境相似的多边形组。经过不同的测试,我们为人口普查区定义了四个环境集群,为社区定义了三个环境集群。最后,根据环境组织的定义,我们在城市中分发了150个诱卵器,并将这种分发与卫生部使用的分发进行了比较,随机分发和系统分发。有人指出,武断的分布对社区和人口普查区来说都是最不具有城市环境代表性的。相反,在人口普查区分层的诱卵器分布是最好的选择,因为它适当地覆盖了在城市中检测到的环境变异性。
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