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 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.

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Bibliographic Details
Main Authors: Su, Yang, Gabrielle, Benoît, Beillouin, Damien, Makowski, David
Format: article biblioteca
Language:eng
Published: Springer Nature
Subjects:F08 - Systèmes et modes de culture, F07 - Façons culturales, F01 - Culture des plantes, agriculture de conservation, augmentation de rendement, rendement des cultures, zone aride, évaluation de l'impact, performance de culture, apprentissage machine, plante de culture, http://aims.fao.org/aos/agrovoc/c_264f7edd, http://aims.fao.org/aos/agrovoc/c_8487, http://aims.fao.org/aos/agrovoc/c_10176, http://aims.fao.org/aos/agrovoc/c_613, http://aims.fao.org/aos/agrovoc/c_37938, http://aims.fao.org/aos/agrovoc/c_35199, http://aims.fao.org/aos/agrovoc/c_49834, http://aims.fao.org/aos/agrovoc/c_1972,
Online Access:http://agritrop.cirad.fr/597547/
http://agritrop.cirad.fr/597547/1/s41598-021-82375-1.pdf
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spelling dig-cirad-fr-5975472024-12-19T13:55:42Z http://agritrop.cirad.fr/597547/ http://agritrop.cirad.fr/597547/ High probability of yield gain through conservation agriculture in dry regions for major staple crops. Su Yang, Gabrielle Benoît, Beillouin Damien, Makowski David. 2021. Scientific Reports, 11:3344, 8 p.https://doi.org/10.1038/s41598-021-82375-1 <https://doi.org/10.1038/s41598-021-82375-1> High probability of yield gain through conservation agriculture in dry regions for major staple crops Su, Yang Gabrielle, Benoît Beillouin, Damien Makowski, David eng 2021 Springer Nature Scientific Reports F08 - Systèmes et modes de culture F07 - Façons culturales F01 - Culture des plantes agriculture de conservation augmentation de rendement rendement des cultures zone aride évaluation de l'impact performance de culture apprentissage machine plante de culture http://aims.fao.org/aos/agrovoc/c_264f7edd http://aims.fao.org/aos/agrovoc/c_8487 http://aims.fao.org/aos/agrovoc/c_10176 http://aims.fao.org/aos/agrovoc/c_613 http://aims.fao.org/aos/agrovoc/c_37938 http://aims.fao.org/aos/agrovoc/c_35199 http://aims.fao.org/aos/agrovoc/c_49834 http://aims.fao.org/aos/agrovoc/c_1972 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. article info:eu-repo/semantics/article Journal Article info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/597547/1/s41598-021-82375-1.pdf text cc_by info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by/4.0/ https://doi.org/10.1038/s41598-021-82375-1 10.1038/s41598-021-82375-1 info:eu-repo/semantics/altIdentifier/doi/10.1038/s41598-021-82375-1 info:eu-repo/semantics/altIdentifier/purl/https://doi.org/10.1038/s41598-021-82375-1
institution CIRAD FR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cirad-fr
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CIRAD Francia
language eng
topic F08 - Systèmes et modes de culture
F07 - Façons culturales
F01 - Culture des plantes
agriculture de conservation
augmentation de rendement
rendement des cultures
zone aride
évaluation de l'impact
performance de culture
apprentissage machine
plante de culture
http://aims.fao.org/aos/agrovoc/c_264f7edd
http://aims.fao.org/aos/agrovoc/c_8487
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_37938
http://aims.fao.org/aos/agrovoc/c_35199
http://aims.fao.org/aos/agrovoc/c_49834
http://aims.fao.org/aos/agrovoc/c_1972
F08 - Systèmes et modes de culture
F07 - Façons culturales
F01 - Culture des plantes
agriculture de conservation
augmentation de rendement
rendement des cultures
zone aride
évaluation de l'impact
performance de culture
apprentissage machine
plante de culture
http://aims.fao.org/aos/agrovoc/c_264f7edd
http://aims.fao.org/aos/agrovoc/c_8487
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_37938
http://aims.fao.org/aos/agrovoc/c_35199
http://aims.fao.org/aos/agrovoc/c_49834
http://aims.fao.org/aos/agrovoc/c_1972
spellingShingle F08 - Systèmes et modes de culture
F07 - Façons culturales
F01 - Culture des plantes
agriculture de conservation
augmentation de rendement
rendement des cultures
zone aride
évaluation de l'impact
performance de culture
apprentissage machine
plante de culture
http://aims.fao.org/aos/agrovoc/c_264f7edd
http://aims.fao.org/aos/agrovoc/c_8487
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_37938
http://aims.fao.org/aos/agrovoc/c_35199
http://aims.fao.org/aos/agrovoc/c_49834
http://aims.fao.org/aos/agrovoc/c_1972
F08 - Systèmes et modes de culture
F07 - Façons culturales
F01 - Culture des plantes
agriculture de conservation
augmentation de rendement
rendement des cultures
zone aride
évaluation de l'impact
performance de culture
apprentissage machine
plante de culture
http://aims.fao.org/aos/agrovoc/c_264f7edd
http://aims.fao.org/aos/agrovoc/c_8487
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_37938
http://aims.fao.org/aos/agrovoc/c_35199
http://aims.fao.org/aos/agrovoc/c_49834
http://aims.fao.org/aos/agrovoc/c_1972
Su, Yang
Gabrielle, Benoît
Beillouin, Damien
Makowski, David
High probability of yield gain through conservation agriculture in dry regions for major staple crops
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 article
topic_facet F08 - Systèmes et modes de culture
F07 - Façons culturales
F01 - Culture des plantes
agriculture de conservation
augmentation de rendement
rendement des cultures
zone aride
évaluation de l'impact
performance de culture
apprentissage machine
plante de culture
http://aims.fao.org/aos/agrovoc/c_264f7edd
http://aims.fao.org/aos/agrovoc/c_8487
http://aims.fao.org/aos/agrovoc/c_10176
http://aims.fao.org/aos/agrovoc/c_613
http://aims.fao.org/aos/agrovoc/c_37938
http://aims.fao.org/aos/agrovoc/c_35199
http://aims.fao.org/aos/agrovoc/c_49834
http://aims.fao.org/aos/agrovoc/c_1972
author Su, Yang
Gabrielle, Benoît
Beillouin, Damien
Makowski, David
author_facet Su, Yang
Gabrielle, Benoît
Beillouin, Damien
Makowski, David
author_sort Su, Yang
title 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_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_sort high probability of yield gain through conservation agriculture in dry regions for major staple crops
publisher Springer Nature
url http://agritrop.cirad.fr/597547/
http://agritrop.cirad.fr/597547/1/s41598-021-82375-1.pdf
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AT gabriellebenoit highprobabilityofyieldgainthroughconservationagricultureindryregionsformajorstaplecrops
AT beillouindamien highprobabilityofyieldgainthroughconservationagricultureindryregionsformajorstaplecrops
AT makowskidavid highprobabilityofyieldgainthroughconservationagricultureindryregionsformajorstaplecrops
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