LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation

The dynamic global vegetation model LPJmL4 is a process-based model that simulates climate and land use change impacts on the terrestrial biosphere, agricultural production, and the water and carbon cycle. Different versions of the model have been developed and applied to evaluate the role of natura...

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Published in:Geoscientific Model Development
Main Authors: Schaphoff, Sibyll, Forkel, Matthias, Müller, Christoph, Knauer, Jürgen, von Bloh, Werner, Gerten, Dieter, Jägermeyr, Jonas, Lucht, Wolfgang, Rammig, Anja, Thonicke, Kirsten, Waha, Katharina
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications (EGU) 2018
Subjects:
Online Access:https://oceanrep.geomar.de/id/eprint/44299/
https://oceanrep.geomar.de/id/eprint/44299/1/gmd-11-1377-2018.pdf
https://oceanrep.geomar.de/id/eprint/44299/2/gmd-11-1377-2018-supplement.pdf
https://doi.org/10.5194/gmd-11-1377-2018
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spelling ftoceanrep:oai:oceanrep.geomar.de:44299 2023-05-15T17:57:58+02:00 LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation Schaphoff, Sibyll Forkel, Matthias Müller, Christoph Knauer, Jürgen von Bloh, Werner Gerten, Dieter Jägermeyr, Jonas Lucht, Wolfgang Rammig, Anja Thonicke, Kirsten Waha, Katharina 2018-04-12 text https://oceanrep.geomar.de/id/eprint/44299/ https://oceanrep.geomar.de/id/eprint/44299/1/gmd-11-1377-2018.pdf https://oceanrep.geomar.de/id/eprint/44299/2/gmd-11-1377-2018-supplement.pdf https://doi.org/10.5194/gmd-11-1377-2018 en eng Copernicus Publications (EGU) https://oceanrep.geomar.de/id/eprint/44299/1/gmd-11-1377-2018.pdf https://oceanrep.geomar.de/id/eprint/44299/2/gmd-11-1377-2018-supplement.pdf Schaphoff, S., Forkel, M., Müller, C., Knauer, J., von Bloh, W., Gerten, D., Jägermeyr, J., Lucht, W., Rammig, A., Thonicke, K. and Waha, K. (2018) LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation. Open Access Geoscientific Model Development, 11 (4). pp. 1377-1403. DOI 10.5194/gmd-11-1377-2018 <https://doi.org/10.5194/gmd-11-1377-2018>. doi:10.5194/gmd-11-1377-2018 cc_by_3.0 info:eu-repo/semantics/openAccess Article PeerReviewed 2018 ftoceanrep https://doi.org/10.5194/gmd-11-1377-2018 2023-04-07T15:41:22Z The dynamic global vegetation model LPJmL4 is a process-based model that simulates climate and land use change impacts on the terrestrial biosphere, agricultural production, and the water and carbon cycle. Different versions of the model have been developed and applied to evaluate the role of natural and managed ecosystems in the Earth system and the potential impacts of global environmental change. A comprehensive model description of the new model version, LPJmL4, is provided in a companion paper (Schaphoff et al., 2018c). Here, we provide a full picture of the model performance, going beyond standard benchmark procedures and give hints on the strengths and shortcomings of the model to identify the need for further model improvement. Specifically, we evaluate LPJmL4 against various datasets from in situ measurement sites, satellite observations, and agricultural yield statistics. We apply a range of metrics to evaluate the quality of the model to simulate stocks and flows of carbon and water in natural and managed ecosystems at different temporal and spatial scales. We show that an advanced phenology scheme improves the simulation of seasonal fluctuations in the atmospheric CO2 concentration, while the permafrost scheme improves estimates of carbon stocks. The full LPJmL4 code including the new developments will be supplied open source through https://gitlab.pik-potsdam.de/lpjml/LPJmL. We hope that this will lead to new model developments and applications that improve the model performance and possibly build up a new understanding of the terrestrial biosphere. Article in Journal/Newspaper permafrost OceanRep (GEOMAR Helmholtz Centre für Ocean Research Kiel) Geoscientific Model Development 11 4 1377 1403
institution Open Polar
collection OceanRep (GEOMAR Helmholtz Centre für Ocean Research Kiel)
op_collection_id ftoceanrep
language English
description The dynamic global vegetation model LPJmL4 is a process-based model that simulates climate and land use change impacts on the terrestrial biosphere, agricultural production, and the water and carbon cycle. Different versions of the model have been developed and applied to evaluate the role of natural and managed ecosystems in the Earth system and the potential impacts of global environmental change. A comprehensive model description of the new model version, LPJmL4, is provided in a companion paper (Schaphoff et al., 2018c). Here, we provide a full picture of the model performance, going beyond standard benchmark procedures and give hints on the strengths and shortcomings of the model to identify the need for further model improvement. Specifically, we evaluate LPJmL4 against various datasets from in situ measurement sites, satellite observations, and agricultural yield statistics. We apply a range of metrics to evaluate the quality of the model to simulate stocks and flows of carbon and water in natural and managed ecosystems at different temporal and spatial scales. We show that an advanced phenology scheme improves the simulation of seasonal fluctuations in the atmospheric CO2 concentration, while the permafrost scheme improves estimates of carbon stocks. The full LPJmL4 code including the new developments will be supplied open source through https://gitlab.pik-potsdam.de/lpjml/LPJmL. We hope that this will lead to new model developments and applications that improve the model performance and possibly build up a new understanding of the terrestrial biosphere.
format Article in Journal/Newspaper
author Schaphoff, Sibyll
Forkel, Matthias
Müller, Christoph
Knauer, Jürgen
von Bloh, Werner
Gerten, Dieter
Jägermeyr, Jonas
Lucht, Wolfgang
Rammig, Anja
Thonicke, Kirsten
Waha, Katharina
spellingShingle Schaphoff, Sibyll
Forkel, Matthias
Müller, Christoph
Knauer, Jürgen
von Bloh, Werner
Gerten, Dieter
Jägermeyr, Jonas
Lucht, Wolfgang
Rammig, Anja
Thonicke, Kirsten
Waha, Katharina
LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation
author_facet Schaphoff, Sibyll
Forkel, Matthias
Müller, Christoph
Knauer, Jürgen
von Bloh, Werner
Gerten, Dieter
Jägermeyr, Jonas
Lucht, Wolfgang
Rammig, Anja
Thonicke, Kirsten
Waha, Katharina
author_sort Schaphoff, Sibyll
title LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation
title_short LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation
title_full LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation
title_fullStr LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation
title_full_unstemmed LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation
title_sort lpjml4 – a dynamic global vegetation model with managed land – part 2: model evaluation
publisher Copernicus Publications (EGU)
publishDate 2018
url https://oceanrep.geomar.de/id/eprint/44299/
https://oceanrep.geomar.de/id/eprint/44299/1/gmd-11-1377-2018.pdf
https://oceanrep.geomar.de/id/eprint/44299/2/gmd-11-1377-2018-supplement.pdf
https://doi.org/10.5194/gmd-11-1377-2018
genre permafrost
genre_facet permafrost
op_relation https://oceanrep.geomar.de/id/eprint/44299/1/gmd-11-1377-2018.pdf
https://oceanrep.geomar.de/id/eprint/44299/2/gmd-11-1377-2018-supplement.pdf
Schaphoff, S., Forkel, M., Müller, C., Knauer, J., von Bloh, W., Gerten, D., Jägermeyr, J., Lucht, W., Rammig, A., Thonicke, K. and Waha, K. (2018) LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation. Open Access Geoscientific Model Development, 11 (4). pp. 1377-1403. DOI 10.5194/gmd-11-1377-2018 <https://doi.org/10.5194/gmd-11-1377-2018>.
doi:10.5194/gmd-11-1377-2018
op_rights cc_by_3.0
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5194/gmd-11-1377-2018
container_title Geoscientific Model Development
container_volume 11
container_issue 4
container_start_page 1377
op_container_end_page 1403
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