Vector-borne disease control relies on efficient vector surveillance, mostly carried out using traps whose number and locations are often determined by expert opinion rather than a rigorous quantitative sampling design. In this work we first propose a framework for ecological sampling design which in its preliminary stages can take into account environmental conditions obtained from open data (i.e. remote sensing and meteorological stations). These environmental data are used to delimit the area into ecologically homogenous strata. By employing a model-based sampling design, the traps are deployed among the strata using a mixture of random and grid locations which allows balancing predictions and fitting accuracies. Sample sizes and the effect of ecological strata on sample sizes are estimated from previous sampling campaigns. Notably, we found that a configuration of 30 locations with 4 households each (120 traps) will have a similar accuracy in the estimates of mosquito abundance as 300 random samples. In addition, we show that random sampling independently from ecological strata, produces biased estimates of the mosquito abundance. Finally, we propose standardizing reporting of sampling designs to allow transparency and repetition / re-use in subsequent sampling campaigns.
KeywordsMosquito sampling, stratification, lattice sampling design, model-based geostatistics, Sub-Saharan Africa. variance and Temp mean. Medium EVI mean, elevation and Precipitation. Red 20 Forest. Medium ET mean amplitude and variance, EVI mean, variance and amplitude, Temp mean and variance, Elevation and Precipitation; High Temp amplitude. Dark Green 25 Mixture of Cultivated land, Shrubland and Wetland. Low ET mean, EVI variance and Temp mean. Medium Elevation and Precipitation. Orange 35 Mixture of Shrubland and Grassland. Low Temp amplitude and Precipitation; Medium ET mean and variance, EVI mean, variance and amplitude, Temp mean and variance; High ET amplitude. Light green 45 Mixture of Shrubland, Grassland and Wetland. Low EVI amplitude, Temp variance and Precipitation; Medium ET mean and amplitude, EVI mean and variance, Temp mean and variance; High Temp mean and ET variance. Pink 55 Mixture of Urban, Forest, Wetland and Grassland. Low Temp mean; Medium ET mean, EVI mean and variance, and Precipitation; High Elevation. Yellow 60 Wetland. Low ET mean, EVI mean and variance; Medium Temp mean and Elevation; High Precipitation. Navy 65 Mixture of Urban, Tundra, Wetland, Water bodies and Grassland. Low ET variance and amplitude; Medium Elevation; High ET mean, EVI mean, variance and amplitude, Temp amplitude and Precipitation. Purple 75 Mixture of Water bodies and Urban. Low ET mean, EVI mean and amplitude, Temp variance and Precipitation; Medium ET amplitude and EVI variance; High ET variance and Temp mean. Sky 85 Mixture of Grassland, Water bodies and Urban. Low ET variance and amplitude, and Elevation; Medium Temp mean; High ET mean, EVI mean, variance and amplitude, Temp variance and Precipitation. Brown 95 Mixture of Wetland, Wate...