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.
Main Authors: | , , , |
---|---|
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 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
id |
dig-cirad-fr-597547 |
---|---|
record_format |
koha |
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 |
work_keys_str_mv |
AT suyang highprobabilityofyieldgainthroughconservationagricultureindryregionsformajorstaplecrops AT gabriellebenoit highprobabilityofyieldgainthroughconservationagricultureindryregionsformajorstaplecrops AT beillouindamien highprobabilityofyieldgainthroughconservationagricultureindryregionsformajorstaplecrops AT makowskidavid highprobabilityofyieldgainthroughconservationagricultureindryregionsformajorstaplecrops |
_version_ |
1819044293351833600 |