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Models meet data: Challenges and opportunities in implementing land management in Earth system models

As the applications of Earth system models (ESMs) move from general climate projections toward questions of mitigation and adaptation, the inclusion of land management practices in these models becomes crucial. We carried out a survey among modeling groups to show an evolution from models able only...

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Autores principales: Pongratz, Julia, Dolman, Han, Don, Axel, Erb, Karl‐Heinz, Fuchs, Richard, Herold, Martin, Jones, Chris, Kuemmerle, Tobias, Luyssaert, Sebastiaan, Meyfroidt, Patrick, Naudts, Kim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6446815/
https://www.ncbi.nlm.nih.gov/pubmed/29235213
http://dx.doi.org/10.1111/gcb.13988
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author Pongratz, Julia
Dolman, Han
Don, Axel
Erb, Karl‐Heinz
Fuchs, Richard
Herold, Martin
Jones, Chris
Kuemmerle, Tobias
Luyssaert, Sebastiaan
Meyfroidt, Patrick
Naudts, Kim
author_facet Pongratz, Julia
Dolman, Han
Don, Axel
Erb, Karl‐Heinz
Fuchs, Richard
Herold, Martin
Jones, Chris
Kuemmerle, Tobias
Luyssaert, Sebastiaan
Meyfroidt, Patrick
Naudts, Kim
author_sort Pongratz, Julia
collection PubMed
description As the applications of Earth system models (ESMs) move from general climate projections toward questions of mitigation and adaptation, the inclusion of land management practices in these models becomes crucial. We carried out a survey among modeling groups to show an evolution from models able only to deal with land‐cover change to more sophisticated approaches that allow also for the partial integration of land management changes. For the longer term a comprehensive land management representation can be anticipated for all major models. To guide the prioritization of implementation, we evaluate ten land management practices—forestry harvest, tree species selection, grazing and mowing harvest, crop harvest, crop species selection, irrigation, wetland drainage, fertilization, tillage, and fire—for (1) their importance on the Earth system, (2) the possibility of implementing them in state‐of‐the‐art ESMs, and (3) availability of required input data. Matching these criteria, we identify “low‐hanging fruits” for the inclusion in ESMs, such as basic implementations of crop and forestry harvest and fertilization. We also identify research requirements for specific communities to address the remaining land management practices. Data availability severely hampers modeling the most extensive land management practice, grazing and mowing harvest, and is a limiting factor for a comprehensive implementation of most other practices. Inadequate process understanding hampers even a basic assessment of crop species selection and tillage effects. The need for multiple advanced model structures will be the challenge for a comprehensive implementation of most practices but considerable synergy can be gained using the same structures for different practices. A continuous and closer collaboration of the modeling, Earth observation, and land system science communities is thus required to achieve the inclusion of land management in ESMs.
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spelling pubmed-64468152019-04-10 Models meet data: Challenges and opportunities in implementing land management in Earth system models Pongratz, Julia Dolman, Han Don, Axel Erb, Karl‐Heinz Fuchs, Richard Herold, Martin Jones, Chris Kuemmerle, Tobias Luyssaert, Sebastiaan Meyfroidt, Patrick Naudts, Kim Glob Chang Biol Research Reviews As the applications of Earth system models (ESMs) move from general climate projections toward questions of mitigation and adaptation, the inclusion of land management practices in these models becomes crucial. We carried out a survey among modeling groups to show an evolution from models able only to deal with land‐cover change to more sophisticated approaches that allow also for the partial integration of land management changes. For the longer term a comprehensive land management representation can be anticipated for all major models. To guide the prioritization of implementation, we evaluate ten land management practices—forestry harvest, tree species selection, grazing and mowing harvest, crop harvest, crop species selection, irrigation, wetland drainage, fertilization, tillage, and fire—for (1) their importance on the Earth system, (2) the possibility of implementing them in state‐of‐the‐art ESMs, and (3) availability of required input data. Matching these criteria, we identify “low‐hanging fruits” for the inclusion in ESMs, such as basic implementations of crop and forestry harvest and fertilization. We also identify research requirements for specific communities to address the remaining land management practices. Data availability severely hampers modeling the most extensive land management practice, grazing and mowing harvest, and is a limiting factor for a comprehensive implementation of most other practices. Inadequate process understanding hampers even a basic assessment of crop species selection and tillage effects. The need for multiple advanced model structures will be the challenge for a comprehensive implementation of most practices but considerable synergy can be gained using the same structures for different practices. A continuous and closer collaboration of the modeling, Earth observation, and land system science communities is thus required to achieve the inclusion of land management in ESMs. John Wiley and Sons Inc. 2017-12-13 2018-04 /pmc/articles/PMC6446815/ /pubmed/29235213 http://dx.doi.org/10.1111/gcb.13988 Text en © 2018 The Authors. Global Change Biology Published by John Wiley & Sons Ltd This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Reviews
Pongratz, Julia
Dolman, Han
Don, Axel
Erb, Karl‐Heinz
Fuchs, Richard
Herold, Martin
Jones, Chris
Kuemmerle, Tobias
Luyssaert, Sebastiaan
Meyfroidt, Patrick
Naudts, Kim
Models meet data: Challenges and opportunities in implementing land management in Earth system models
title Models meet data: Challenges and opportunities in implementing land management in Earth system models
title_full Models meet data: Challenges and opportunities in implementing land management in Earth system models
title_fullStr Models meet data: Challenges and opportunities in implementing land management in Earth system models
title_full_unstemmed Models meet data: Challenges and opportunities in implementing land management in Earth system models
title_short Models meet data: Challenges and opportunities in implementing land management in Earth system models
title_sort models meet data: challenges and opportunities in implementing land management in earth system models
topic Research Reviews
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6446815/
https://www.ncbi.nlm.nih.gov/pubmed/29235213
http://dx.doi.org/10.1111/gcb.13988
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