iSDAsoil: The first continent-scale soil property map at 30 m resolution provides a soil information revolution for Africa

Open access, high-resolution soil property maps have been created for Africa at 30 m resolution, using machine learning trained on over 100,000 analysed soil samples. Combined with other field-level information, iSDAsoil enables the possibility of site-specific agronomy advisory for smallholder farm...

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Autores principales:	Matthew A. E. Miller, Keith D. Shepherd, Bruce Kisitu, Jamie Collinson
Formato:	article
Lenguaje:	EN
Publicado:	Public Library of Science (PLoS) 2021
Materias:	Biology (General) QH301-705.5
Acceso en línea:	https://doaj.org/article/ad17c737df4a47c290a58a27d87887b6
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spelling	oai:doaj.org-article:ad17c737df4a47c290a58a27d87887b62021-11-18T05:34:50ZiSDAsoil: The first continent-scale soil property map at 30 m resolution provides a soil information revolution for Africa1544-91731545-7885https://doaj.org/article/ad17c737df4a47c290a58a27d87887b62021-11-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8584968/?tool=EBIhttps://doaj.org/toc/1544-9173https://doaj.org/toc/1545-7885Open access, high-resolution soil property maps have been created for Africa at 30 m resolution, using machine learning trained on over 100,000 analysed soil samples. Combined with other field-level information, iSDAsoil enables the possibility of site-specific agronomy advisory for smallholder farmers. Recent developments in remote sensing and machine learning have allowed African soil properties to be mapped at an unprecedented resolution of 30 m. iSDAsoil is an open access resource that will empower the community to embrace ’hyperlocal’ approaches such as field-level agronomy advice for smallholder farmers.Matthew A. E. MillerKeith D. ShepherdBruce KisituJamie CollinsonPublic Library of Science (PLoS)articleBiology (General)QH301-705.5ENPLoS Biology, Vol 19, Iss 11 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Biology (General) QH301-705.5
spellingShingle	Biology (General) QH301-705.5 Matthew A. E. Miller Keith D. Shepherd Bruce Kisitu Jamie Collinson iSDAsoil: The first continent-scale soil property map at 30 m resolution provides a soil information revolution for Africa
description	Open access, high-resolution soil property maps have been created for Africa at 30 m resolution, using machine learning trained on over 100,000 analysed soil samples. Combined with other field-level information, iSDAsoil enables the possibility of site-specific agronomy advisory for smallholder farmers. Recent developments in remote sensing and machine learning have allowed African soil properties to be mapped at an unprecedented resolution of 30 m. iSDAsoil is an open access resource that will empower the community to embrace ’hyperlocal’ approaches such as field-level agronomy advice for smallholder farmers.
format	article
author	Matthew A. E. Miller Keith D. Shepherd Bruce Kisitu Jamie Collinson
author_facet	Matthew A. E. Miller Keith D. Shepherd Bruce Kisitu Jamie Collinson
author_sort	Matthew A. E. Miller
title	iSDAsoil: The first continent-scale soil property map at 30 m resolution provides a soil information revolution for Africa
title_short	iSDAsoil: The first continent-scale soil property map at 30 m resolution provides a soil information revolution for Africa
title_full	iSDAsoil: The first continent-scale soil property map at 30 m resolution provides a soil information revolution for Africa
title_fullStr	iSDAsoil: The first continent-scale soil property map at 30 m resolution provides a soil information revolution for Africa
title_full_unstemmed	iSDAsoil: The first continent-scale soil property map at 30 m resolution provides a soil information revolution for Africa
title_sort	isdasoil: the first continent-scale soil property map at 30 m resolution provides a soil information revolution for africa
publisher	Public Library of Science (PLoS)
publishDate	2021
url	https://doaj.org/article/ad17c737df4a47c290a58a27d87887b6
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iSDAsoil: The first continent-scale soil property map at 30 m resolution provides a soil information revolution for Africa

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