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High probability of yield gain through conservation agriculture in dry regions for major staple crops
Conservation agriculture (CA) has been promoted to mitigate climate change, reduce soil erosion, and provide a variety of ecosystem services. Yet, its impacts on crop yields remains controversial. To gain further insight, we mapped the probability of yield gain when switching from conventional tilla...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7870656/ https://www.ncbi.nlm.nih.gov/pubmed/33558572 http://dx.doi.org/10.1038/s41598-021-82375-1 |
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author | Su, Yang Gabrielle, Benoit Beillouin, Damien Makowski, David |
author_facet | Su, Yang Gabrielle, Benoit Beillouin, Damien Makowski, David |
author_sort | Su, Yang |
collection | PubMed |
description | Conservation agriculture (CA) has been promoted to mitigate climate change, reduce soil erosion, and provide a variety of ecosystem services. Yet, its impacts on crop yields remains controversial. To gain further insight, we mapped the probability of yield gain when switching from conventional tillage systems (CT) to CA worldwide. Relative yield changes were estimated with machine learning algorithms trained by 4403 paired yield observations on 8 crop species extracted from 413 publications. CA has better productive performance than no-till system (NT), and it stands a more than 50% chance to outperform CT in dryer regions of the world, especially with proper agricultural management practices. Residue retention has the largest positive impact on CA productivity comparing to other management practices. The variations in the productivity of CA and NT across geographical and climatical regions were illustrated on global maps. CA appears as a sustainable agricultural practice if targeted at specific climatic regions and crop species. |
format | Online Article Text |
id | pubmed-7870656 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78706562021-02-10 High probability of yield gain through conservation agriculture in dry regions for major staple crops Su, Yang Gabrielle, Benoit Beillouin, Damien Makowski, David Sci Rep Article Conservation agriculture (CA) has been promoted to mitigate climate change, reduce soil erosion, and provide a variety of ecosystem services. Yet, its impacts on crop yields remains controversial. To gain further insight, we mapped the probability of yield gain when switching from conventional tillage systems (CT) to CA worldwide. Relative yield changes were estimated with machine learning algorithms trained by 4403 paired yield observations on 8 crop species extracted from 413 publications. CA has better productive performance than no-till system (NT), and it stands a more than 50% chance to outperform CT in dryer regions of the world, especially with proper agricultural management practices. Residue retention has the largest positive impact on CA productivity comparing to other management practices. The variations in the productivity of CA and NT across geographical and climatical regions were illustrated on global maps. CA appears as a sustainable agricultural practice if targeted at specific climatic regions and crop species. Nature Publishing Group UK 2021-02-08 /pmc/articles/PMC7870656/ /pubmed/33558572 http://dx.doi.org/10.1038/s41598-021-82375-1 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Su, Yang Gabrielle, Benoit Beillouin, Damien Makowski, David High probability of yield gain through conservation agriculture in dry regions for major staple crops |
title | High probability of yield gain through conservation agriculture in dry regions for major staple crops |
title_full | High probability of yield gain through conservation agriculture in dry regions for major staple crops |
title_fullStr | High probability of yield gain through conservation agriculture in dry regions for major staple crops |
title_full_unstemmed | High probability of yield gain through conservation agriculture in dry regions for major staple crops |
title_short | High probability of yield gain through conservation agriculture in dry regions for major staple crops |
title_sort | high probability of yield gain through conservation agriculture in dry regions for major staple crops |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7870656/ https://www.ncbi.nlm.nih.gov/pubmed/33558572 http://dx.doi.org/10.1038/s41598-021-82375-1 |
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