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SoilGrids1km--global soil information based on automated mapping.
Hengl T, de Jesus JM, MacMillan RA, Batjes NH, Heuvelink GB, Ribeiro E, Samuel-Rosa A, Kempen B, Leenaars JG, Walsh MG, Gonzalez MR. Hengl T, et al. Among authors: macmillan ra. PLoS One. 2014 Aug 29;9(8):e105992. doi: 10.1371/journal.pone.0105992. eCollection 2014. PLoS One. 2014. PMID: 25171179 Free PMC article.
SoilGrids250m: Global gridded soil information based on machine learning.
Hengl T, Mendes de Jesus J, Heuvelink GB, Ruiperez Gonzalez M, Kilibarda M, Blagotić A, Shangguan W, Wright MN, Geng X, Bauer-Marschallinger B, Guevara MA, Vargas R, MacMillan RA, Batjes NH, Leenaars JG, Ribeiro E, Wheeler I, Mantel S, Kempen B. Hengl T, et al. Among authors: macmillan ra. PLoS One. 2017 Feb 16;12(2):e0169748. doi: 10.1371/journal.pone.0169748. eCollection 2017. PLoS One. 2017. PMID: 28207752 Free PMC article.
African soil properties and nutrients mapped at 30 m spatial resolution using two-scale ensemble machine learning.
Hengl T, Miller MAE, Križan J, Shepherd KD, Sila A, Kilibarda M, Antonijević O, Glušica L, Dobermann A, Haefele SM, McGrath SP, Acquah GE, Collinson J, Parente L, Sheykhmousa M, Saito K, Johnson JM, Chamberlin J, Silatsa FBT, Yemefack M, Wendt J, MacMillan RA, Wheeler I, Crouch J. Hengl T, et al. Among authors: macmillan ra. Sci Rep. 2021 Mar 17;11(1):6130. doi: 10.1038/s41598-021-85639-y. Sci Rep. 2021. PMID: 33731749 Free PMC article.
Multi-scale digital soil mapping with deep learning.
Behrens T, Schmidt K, MacMillan RA, Viscarra Rossel RA. Behrens T, et al. Among authors: macmillan ra. Sci Rep. 2018 Oct 15;8(1):15244. doi: 10.1038/s41598-018-33516-6. Sci Rep. 2018. PMID: 30323355 Free PMC article.