![]() ![]() The cLHS sample failed to express spatial correlation constraining the LHS by a distance criterion favoured large spatial variability within a short distances resulting in an overestimation of the variograms nugget and short distance variability. Comparison of soil properties taken from the topsoil with the existing soil map, a geological map and lithological data showed that the sampling approach was successful in representing major soil variability. The covariate space of the Latin Hypercube consisted of the first three principal components of ASTER imagery as well as elevation. The approach is demonstrated using a case study in Morocco, where a small but representative sample record had to be collected over a 15,000 km 2 area within 2 weeks. The optimization also accounts for specific constraints and costs expressing the field sampling effort. ![]() The method optimizes the sampling scheme for a defined spatial population based on selected covariates, which are assumed to represent the variability of the target variables. This paper presents a sparse, remote sensing-based sampling approach making use of conditioned Latin Hypercube Sampling (cLHS) to assess variability in soil properties at regional scale. ![]()
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