Snapp, SieglindeVillamor, GraceTamene, LulsegedLe, Quang BaoBorgemeister, Christian2020-10-152020-10-15Mponela, P. Snapp, S. Villamor, G. B. Tamene, L. Le, Q. B. Borgemeister, C. 2020. Digital soil mapping of nitrogen, phosphorus, potassium, organic carbon and their crop response thresholds in smallholder managed escarpments of Malawi. Applied Geography 124, 102299. DOI: https://doi.org/10.1016/j.apgeog.2020.102299https://hdl.handle.net/20.500.11766/11904This study demonstrates how to predict and map soils within smallholder farms in fragile landscapes of Malawi. We used random forest algorithm and sentinel imagery to improve mapping of SOC and NPK farm level. SOC was predicted by bare soil reflectance, N: vegetation, P: topography, K is indiscrete. Our soil digital mapping revealed SOC & NPK stoichiometric thresholds at scale for small-farm management.PDFsoil chemical propertiesrandom forestcrop and soil managementdigital soil mappingsentinel imageryJournal ArticleTimeless limited access