Department of Soil Science, Federal University of Viçosa, Viçosa, Brazil
Gustavo Vieira Veloso
Department of Soil Science, Federal University of Viçosa, Viçosa, Brazil
Marcos Guedes de Lana
Department of Soil Science, Federal University of Viçosa, Viçosa, Brazil
Fellipe Alcantara de Oliveira Mello
Department of Soil Science, Luiz de Queiroz College of
Agriculture, University of São Paulo, Av. Pádua Dias, 11, CP 9,
Piracicaba, SP 13418-900, Brazil
Department of Soil Science, Luiz de Queiroz College of
Agriculture, University of São Paulo, Av. Pádua Dias, 11, CP 9,
Piracicaba, SP 13418-900, Brazil
Diego Ribeiro Oquendo Cabrero
Geography Department of Federal University of Mato Grosso do Sul, Av. Ranulpho Marques Leal, no. 3484, Distrito Industrial CEP
79610-100 Três Lagoas/MS, Brazil
Luis Augusto Di Loreto Di Raimo
Department of Geology and Natural Resources, Institute of
Geosciences, University of Campinas, Rua Carlos Gomes, 250, Cidade
Universitária, CEP 13083-855, Campinas/SP, Brazil
Carlos Ernesto Gonçalves Reynaud Schaefer
Department of Soil Science, Federal University of Viçosa, Viçosa, Brazil
Elpídio Inácio Fernandes Filho
Department of Soil Science, Federal University of Viçosa, Viçosa, Brazil
Emilson Pereira Leite
Department of Geology and Natural Resources, Institute of
Geosciences, University of Campinas, Rua Carlos Gomes, 250, Cidade
Universitária, CEP 13083-855, Campinas/SP, Brazil
Department of Soil Science, Luiz de Queiroz College of
Agriculture, University of São Paulo, Av. Pádua Dias, 11, CP 9,
Piracicaba, SP 13418-900, Brazil
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We used soil parent material, terrain attributes, and geophysical data from the soil surface to test and compare different and unprecedented geophysical sensor combination, as well as different machine learning algorithms to model and predict several soil attributes. Also, we analyzed the importance of pedoenvironmental variables. The soil attributes were modeled throughout different machine learning algorithms and related to different geophysical sensor combinations.
We used soil parent material, terrain attributes, and geophysical data from the soil surface to...
