management practices; radiative forcing; surface albedo; temporal evolution; Cropping systems; Cultivated lands; Greenhouse gas emissions; Herbicide residues; Management practises; Radiative forcings; Surface albedo; Temporal evolution; Wheat cropping; Winter wheat field; Renewable Energy, Sustainability and the Environment; Environmental Science (all); Public Health, Environmental and Occupational Health
Abstract :
[en] Management practices that increase the surface albedo of cultivated land could mitigate climate change, with similar effectiveness to practices that reduce greenhouse gas emissions or favor natural CO2 sequestration. Yet, the efficiency of such practices is barely quantified. In this study, we quantified the impacts of seven different management practices on the surface albedo of winter wheat fields (nitrogen fertilizer, herbicide, fungicide, sowing, harvest, tillage, and crop residues) by analyzing observed daily albedo dynamics from eight European flux-tower sites with interpretable machine learning. We found that management practices have significant influences on surface albedo dynamics compared with climate and soil conditions. The nitrogen fertilizer application has the largest effect among the seven practices as it increases surface albedo by 0.015 ± 0.004 during the first two months after application, corresponding to a radiative forcing of −4.39 ± 1.22 W m−2. Herbicide induces a modest albedo decrease of 0.005 ± 0.002 over 150 d after application by killing weeds in the fallow period only, resulting in a magnitude of radiative forcing of 1.33 ± 1.06 W m−2 which is higher than radiative forcing of other practices in the same period. The substantial temporal evolution of the albedo impacts of management practices increases uncertainties in the estimated albedo-mediated climate impacts of management practices. Although these albedo effects are smaller than published estimates of the greenhouse gas-mediated biogeochemical practices, they are nevertheless significant and should thus be accounted for in climate impact assessments.
Disciplines :
Environmental sciences & ecology
Author, co-author :
Yu, Ke ; Laboratoire des Sciences du Climat et de l’Environnement, LSCE/IPSL, CEA-CNRS-UVSQ, Université Paris-Saclay, Gif-sur-Yvette, France
Su, Yang ; Laboratoire des Sciences du Climat et de l’Environnement, LSCE/IPSL, CEA-CNRS-UVSQ, Université Paris-Saclay, Gif-sur-Yvette, France ; UMR ECOSYS, INRAE AgroParisTech, Université Paris-Saclay, Palaiseau, France ; Département d’Informatique, École Normale Supérieure—PSL, Paris, France
Ciais, Philippe ; Laboratoire des Sciences du Climat et de l’Environnement, LSCE/IPSL, CEA-CNRS-UVSQ, Université Paris-Saclay, Gif-sur-Yvette, France
Lauerwald, Ronny ; UMR ECOSYS, INRAE AgroParisTech, Université Paris-Saclay, Palaiseau, France ; Department Geoscience, Environment & Society-BGEOSYS, Université Libre de Bruxelles, Bruxelles, Belgium
Ceschia, Eric ; CESBIO, Université de Toulouse, CNES, CNRS, INRAE/IRD/UT3-Paul Sabatier, Toulouse, France
Makowski, David ; UMR MIA PS, INRAE AgroParisTech, Université Paris-Saclay, Palaiseau, France
Xu, Yidi ; Laboratoire des Sciences du Climat et de l’Environnement, LSCE/IPSL, CEA-CNRS-UVSQ, Université Paris-Saclay, Gif-sur-Yvette, France
Abbessi, Ezzeddine ; Laboratoire des Sciences du Climat et de l’Environnement, LSCE/IPSL, CEA-CNRS-UVSQ, Université Paris-Saclay, Gif-sur-Yvette, France
Bazzi, Hassan ; UMR ECOSYS, INRAE AgroParisTech, Université Paris-Saclay, Palaiseau, France ; Atos France, Technical Services, Bezons, France
Tallec, Tiphaine ; CESBIO, Université de Toulouse, CNES, CNRS, INRAE/IRD/UT3-Paul Sabatier, Toulouse, France
Brut, Aurore ; CESBIO, Université de Toulouse, CNES, CNRS, INRAE/IRD/UT3-Paul Sabatier, Toulouse, France
Heinesch, Bernard ; Université de Liège - ULiège > Département GxABT > Biosystems Dynamics and Exchanges (BIODYNE)
Brümmer, Christian ; Thünen Institute of Climate-Smart Agriculture, Braunschweig, Germany
Schmidt, Marius ; Institute of Bio- and Geosciences: Agrosphere (IBG-3), Research Centre Jülich, Jülich, Germany
Acosta, Manuel ; Department of Matters and Energy Fluxes, Global Change Research Institute, Brno, Czech Republic
Buysse, Pauline ; Université de Liège - ULiège > Ingénierie des biosystèmes (Biose) > Echanges Ecosystèmes - Atmosphère ; UMR ECOSYS, INRAE AgroParisTech, Université Paris-Saclay, Palaiseau, France
Gruenwald, Thomas ; TUD Dresden University of Technology, Institute of Hydrology and Meteorology, Dresden, Germany
Goll, Daniel S ; Laboratoire des Sciences du Climat et de l’Environnement, LSCE/IPSL, CEA-CNRS-UVSQ, Université Paris-Saclay, Gif-sur-Yvette, France
We acknowledge support from the ClieNFarms project (Grant Agreement ID: 101036822). CZ-Kresin was supported by the Ministry of Education, Youth, and Sports of CR within the CzeCOS program, Grant Number LM2023048. We thank Eric Ceschia, Tiphaine Tallec, Aurore Brut, Bernard Heinesch, Christian Br\u00FCmmer, Frederik Schrader, Marius Schmidt, Manuel Acosta, Pauline Buysse, and Thomas Gruenwald of ICOS and EFDC stations for their additional information and thoughtful comments on the paper.
Acosta M European Fluxes Database (available at: http://gaia.agraria.unitus.it/) (Accessed on 24 March 2015)
Ahmadi R Souri B Ebrahimi M 2020 Evaluation of wheat straw to insulate fired clay hollow bricks as a construction material J. Clean Prod. 254 120043 10.1016/j.jclepro.2020.120043
Ahrends H E Siebert S Rezaei E E Seidel S J Hüging H Ewert F Döring T Rueda-Ayala V Eugster W Gaiser T 2021 Nutrient supply affects the yield stability of major European crops—a 50 year study Environ. Res. Lett. 16 014003 10.1088/1748-9326/abc849
Baibakova E V Nefedjeva E E Suska-Malawska M Wilk M Sevriukova G A Zheltobriukhov V F 2019 Modern fungicides: mechanisms of action, fungal resistance and phytotoxic effects Annu. Res. Rev. Biol. 32 1 16 1-16 10.9734/arrb/2019/v32i330083
Bernhofer C Eichelmann U Grünwald T Hehn M Mauder M Moderow U Prasse H 2023 ETC L2 ARCHIVE, Klingenberg, 2017-12-31-2022-12-31, ICOS RI (available at: https://hdl.handle.net/11676/G3z0eVc7TzZilyHYhW1l4syv)
Bhimireddy S R Wang J Hiscox A L Kristovich D A R 2022 Influence of stability and surface roughness on turbulence during the stable atmospheric variability and transport (SAVANT) field campaign J. Appl. Math. Comput. 61 1273 89 1273-89 10.1175/JAMC-D-21-0160.1
Boland J Ridley B Brown B 2008 Models of diffuse solar radiation Renew. Energy 33 575 84 575-84 10.1016/j.renene.2007.04.012
Bright R M 2015 Metrics for biogeophysical climate forcings from land use and land cover changes and their inclusion in life cycle assessment: a critical review Environ. Sci. Technol. 49 3291 303 3291-303 10.1021/es505465t
Bright R M Lund M T 2021 CO2-equivalence metrics for surface albedo change based on the radiative forcing concept: a critical review Atmos. Chem. Phys. 21 9887 907 9887-907 10.5194/acp-21-9887-2021
Brümmer C Delorme J Schrader F 2023 ETC L2 ARCHIVE, Gebesee, 2019-12-31-2022-12-31, ICOS RI (available at: https://hdl.handle.net/11676/4214v5CpbnldEJTcT_3emXV8)
Brut A Tallec T Granouillac F Zawilski B Ceschia E 2023 ETC L2 ARCHIVE, Lamasquere, 2022-12-31-2023-09-30, ICOS RI (available at: https://hdl.handle.net/11676/5msrX-9-wdL5g31PzT0af3nO)
Buysse P Depuydt J Loubet B 2023 ETC L2 ARCHIVE, Grignon, 2022-12-31-2023-09-30, ICOS RI (available at: https://hdl.handle.net/11676/jU9ftXkRFqo-dc91cDfOYuA8) 10.1016/j.scitotenv.2022.159370
Carrer D Pique G Ferlicoq M Ceamanos X Ceschia E 2018 What is the potential of cropland albedo management in the fight against global warming? A case study based on the use of cover crops Environ. Res. Lett. 13 044030 10.1088/1748-9326/aab650
Ceschia E et al 2010 Management effects on net ecosystem carbon and GHG budgets at European crop sites Agric. Ecosyst. Environ. 139 363 83 363-83 10.1016/j.agee.2010.09.020
Chen C Li D Li Y Piao S Wang X Huang M Gentine P Nemani R R Myneni R B 2020 Biophysical impacts of Earth greening largely controlled by aerodynamic resistance Sci. Adv. 6 eabb1981 10.1126/sciadv.abb1981
Chen J M 2021 Carbon neutrality: toward a sustainable future Innovation 2 100127 10.1016/j.xinn.2021.100127
Daughtry C S T Serbin G Iii J B R Doraiswamy P C Jr E R H 2010 Spectral reflectance of wheat residue during decomposition and remotely sensed estimates of residue cover Remote Sens. 2 416 31 416-31 10.3390/rs2020416
Davin E L Seneviratne S I Ciais P Olioso A Wang T 2014 Preferential cooling of hot extremes from cropland albedo management Proc. Natl Acad. Sci. USA 111 9757 61 9757-61 10.1073/pnas.1317323111
Davin E de Noblet-ducoudré N 2010 Climatic impact of global-scale deforestation: radiative versus nonradiative processes J. Clim. 23 97 112 97-112 10.1175/2009JCLI3102.1
Devaraju N Bala G Modak A 2015 Effects of large-scale deforestation on precipitation in the monsoon regions: remote versus local effects Proc. Natl Acad. Sci. USA 112 3257 62 3257-62 10.1073/pnas.1423439112
Du C L Li L L Effah Z 2022 Effects of straw mulching and reduced tillage on crop production and environment: a review Water 14 2471 86 2471-86 10.3390/w14162471
Dumont B Bogaerts G Chopin H De Ligne A Demoulin L Faurès A Heinesch B Longdoz B Manise T Orgun A 2023 ETC L2 ARCHIVE, Lonzee, 2022-12-31-2023-09-30, ICOS RI (available at: https://hdl.handle.net/11676/JmEjmkD1hSr4YIuo5Uu-L69a)
Flower K C Ward P R Passaris N Cordingley N 2022 Uneven crop residue distribution influences soil chemical composition and crop yield under long-term no-tillage Soil Till Res. 223 105498 10.1016/j.still.2022.105498
Friedman J H 2001 Greedy function approximation: a gradient boosting machine Ann. Stat. 29 1189 232 1189-232 10.1214/aos/1013203451
Gaile Z Biruta B Ieva P Linda S Gunita B Agrita S Janis K Irina A Aigars S 2023 Performance of winter wheat (Triticum aestivum) depending on fungicide application and nitrogen top-dressing rate Agronomy 13 318 36 318-36 10.3390/agronomy13020318
Genesio L Miglietta F Lugato E Baronti S Pieri M Vaccari F P 2012 Surface albedo following biochar application in durum wheat Environ. Res. Lett. 7 014025 10.1088/1748-9326/7/1/014025
Guyon I Weston J Barnhill S Vapnik V 2002 Gene selection for cancer classification using support vector machines Mach. Learn. 46 389 422 389-422 10.1023/A:1012487302797
Hansen J Sato M Ruedy R 1997 Radiative forcing and climate response J. Geophys. Res. 102 6831 64 6831-64 10.1029/96JD03436
Hirsch A L Prestele R Davin E L Seneviratne S I Thiery W Verburg P H 2018 Modeled biophysical impacts of conservation agriculture on local climates Glob. Change Biol. 24 4758 74 4758-74 10.1111/gcb.14362
Hollinger D Y et al 2010 Albedo estimates for land surface models and support for a new paradigm based on foliage nitrogen concentration Glob. Change Biol. 16 696 710 696-710 10.1111/j.1365-2486.2009.02028.x
Horton R Bristow K L Kluitenberg G J Sauer T J 1996 Crop residue effects on surface radiation and energy balance—review Theor. Appl. Climatol. 54 27 37 27-37 10.1007/BF00863556
Houshmandfar A Fitzgerald G J O’Leary G Tausz-Posch S Fletcher A Tausz M 2018 The relationship between transpiration and nutrient uptake in wheat changes under elevated atmospheric CO2 Physiol. Plant 163 516 29 516-29 10.1111/ppl.12676
Huang B Hu X Fuglstad G A Zhou X Zhao W W Cherubini F 2020 Predominant regional biophysical cooling from recent land cover changes in Europe Nat. Commun. 11 1066 10.1038/s41467-020-14890-0
IPCC Climate Change 2022 Agriculture, forestry, and other land uses Shukla P R et al Cambridge Univ. Press, 2022 (available at: www.ipcc.ch/report/ar6/wg3/)
Jin Z Q Shah T Zhang L Liu H Peng S Nie L 2020 Effect of straw returning on soil organic carbon in rice-wheat rotation system: a review Food Energy Secur. 9 e200 10.1002/fes3.200
Jones A D Calvin K V Collins W D Edmonds E 2015 Accounting for radiative forcing from albedo change in future global land-use scenarios Clim. Change 131 691 703 691-703 10.1007/s10584-015-1411-5
Li Y et al 2023 Biophysical impacts of earth greening can substantially mitigate regional land surface temperature warming Nat. Commun. 14 121 10.1038/s41467-023-35799-4
Lin X et al 2022 Estimating 10-m land surface albedo from Sentinel-2 satellite observations using a direct estimation approach with Google Earth Engine ISPRS J. Photogramm. Remote Sens. 194 0924 2716 0924-2716 10.1016/j.isprsjprs.2022.09.016
Liu J Desjardins R L Wang S Worth D E Qian B Shang J 2022 Climate impact from agricultural management practices in the canadian prairies: carbon equivalence due to albedo change J. Environ. Manage. 302 113938 10.1016/j.jenvman.2021.113938
Lobell D B Bala G Duffy P B 2006 Biogeophysical impacts of cropland management changes on climate Geophys. Res. Lett. 33 L06708 10.1029/2005GL025492
Lugato E Cescatti A Jones A Ceccherini G Duveiller G 2020 Maximising climate mitigation potential by carbon and radiative agricultural land management with cover crops Environ. Res. Lett. 15 094075 10.1088/1748-9326/aba137
Luu L N van Meijgaard E Philip S Y Kew S F de Baar J H S Stepek A 2023 Impact of surface roughness changes on surface wind speed over western Europe: a study with the regional climate model RACMO Geophys. Res. Atmos. 128 e2022JD038426 10.1029/2022JD038426
Ni J J Cheng Y F Wang Q H Ng C W W Garg A 2019 Effects of vegetation on soil temperature and water content: field monitoring and numerical modelling J. Hydrol. 571 494 502 494-502 10.1016/j.jhydrol.2019.02.009
Ni K Pacholski A S 2022 Soil moisture and temperature effects on granule dissolution and urease activity of urea with and without inhibitors—an incubation study Agriculture 12 2037 10.3390/agriculture12122037
Niu Y H Cai Y Chen Z Luo J Di H J Yu H Zhu A Ding W 2019 No-tillage did not increase organic carbon storage but stimulated N2O emissions in an intensively cultivated sandy loam soil: a negative climate effect Soil Tillage Res. 195 0167 1987 0167-1987 10.1016/j.still.2019.104419
Pastorello G et al 2020 The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data Sci. Data 7 7 225 10.1038/s41597-020-0534-3
Petit A N Fontaine F Vatsa P Clément C Vaillant-Gaveau N 2012 Fungicide impacts on photosynthesis in crop plants Photosynth. Res. 111 315 26 315-26 10.1007/s11120-012-9719-8
Pinty B Lattanzio A Martonchik J V Verstraete M M Gobron N Taberner M Widlowski J Dickinson R E Govaerts Y 2005 Coupling diffuse sky radiation and surface albedo J. Atmos. Sci. 62 2580 91 2580-91 10.1175/JAS3479.1
Quemada M Lassaletta L Leip A Jones A Lugato E 2020 Integrated management for sustainable cropping systems: looking beyond the greenhouse balance at the field scale Glob. Change Biol. 26 2584 98 2584-98 10.1111/gcb.14989
Rasool S Rasool T Gani K M 2022 A review of interactions of pesticides within various interfaces of intrinsic and organic residue amended soil environment Chem. Eng. J. Adv. 11 100301 10.1016/j.ceja.2022.100301
Schmidt M Becker N Becker N Dolfus D Esser O Graf A Kettler M Kummer S 2023 ETC L2 ARCHIVE, selhausen juelich, 2022-12-31-2023-09-30, ICOS RI (available at: https://hdl.handle.net/11676/xpWUVHGaByDhVAM-dlOlBO2o)
Seneviratne S I Phipps S J Pitman A J Hirsch A L Davin E L Donat M G Hirschi M Lenton A Wilhelm M Kravitz B 2018 Land radiative management as contributor to regional-scale climate adaptation and mitigation Nat. Geosci. 11 88 96 88-96 10.1038/s41561-017-0057-5
Sieber P Böhme S Ericsson N Hansson P A 2022 Albedo on cropland: field-scale effects of current agricultural practices in Northern Europe Agric. For. Meteorol. 321 108978 10.1016/j.agrformet.2022.108978
Sun L Yang J Fang H Xu C Peng C Huang H Lu L Duan D Zhang X Shi J 2017 Mechanism study of sulfur fertilization mediating copper translocation and biotransformation in rice (Oryza sativa L.) Plants. Environ. Pollut. 226 426 34 426-34 10.1016/j.envpol.2017.03.080
Svetnik V Liaw A Tong C Culberson J C Sheridan R P Feuston B P 2003 Random forest: a classification and regression tool for compound classification and QSAR modelling J. Chem. Inf. Comput. Sci. 43 1947 58 1947-58 10.1021/ci034160g
Tallec T Ceschia E Granouillac F Claverie N Zawilski B Brut A Lemaire B Gibrin H 2023 ETC L2 ARCHIVE, Aurade, 2018-12-31-2022-12-31, ICOS RI (available at: https://hdl.handle.net/11676/HTw1RNlVsnlRmfW07QHieuLj)
Thomas R Graven H Hoskins B Prentice I C 2016 What is meant by ‘balancing sources and sinks of greenhouse gases’ to limit global temperature rise Briefing Note 3 1 5 1-5
Tranavičienė T Šikšnianienė J B Urbonavičiūtė A Vagusevičienė I Samuolienė G Duchovskis P Sliesaravičius A 2007 Effects of nitrogen fertilizers on wheat photosynthetic pigment and carbohydrate contents Plant. Physiol. 53 80 84 80-84 10.6001/biologija.v53i4.770
United Nations Framework Convention on Climate Change 2015 Paris Agreement (available at: https://unfccc.int/process-and-meetings/the-paris-agreement/the-paris-agreement)
Vázquez A E G Hockemeyer K R McConville M Remucal C K Koch P L 2022 Assessment of temperature and time following application as predictors of propiconazole translocation in agrostis stolonifera ACS Agric. Sci. Technol. 2 592 602 592-602 10.1021/acsagscitech.2c00022
Wieder W R Boehnert J Bonan G B Langseth M 2014 Regridded Harmonized World Soil Database V1.2. Data Set Oak Ridge National Laboratory Distributed Active Archive Center
Yang J X Li Z C Zhai P M Zhao Y Y Gao X Q 2020 The influence of soil moisture and solar altitude on surface spectral albedo in arid area Environ. Res. Lett. 15 035010 10.1088/1748-9326/ab6ae2
Yang X Li J Yu Q Ma Y Tong X Feng Y Tong Y 2019 Impacts of diffuse radiation fraction on light use efficiency and gross primary production of winter wheat in the North China Plain Agric. For. Meteorol. 275 233 42 233-42 10.1016/j.agrformet.2019.05.028
Yu K 2024 Management_climate&ecological_data_croplandsites.csv. figshare Dataset 10.6084/m9.figshare.24845049.v1
Zeng Z et al 2017 Climate mitigation from vegetation biophysical feedbacks during the past three decades Nat. Clim. Change 7 432 6 432-6 10.1038/nclimate3299