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, Bloh, Werner, Gerten, Dieter, Jägermeyr, Jonas, Lucht, Wolfgang, Rammig, Anja, Thonicke, Kirsten, Waha, Katharina
Format: Text
Language:English
Published: 2018
Subjects:
Online Access:https://doi.org/10.5194/gmd-11-1377-2018
https://gmd.copernicus.org/articles/11/1377/2018/
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spelling ftcopernicus:oai:publications.copernicus.org:gmd59869 2023-05-15T17:58:00+02:00 LPJmL4 – a dynamic global vegetation model with managed land – Part 2: Model evaluation Schaphoff, Sibyll Forkel, Matthias Müller, Christoph Knauer, Jürgen Bloh, Werner Gerten, Dieter Jägermeyr, Jonas Lucht, Wolfgang Rammig, Anja Thonicke, Kirsten Waha, Katharina 2018-09-27 application/pdf https://doi.org/10.5194/gmd-11-1377-2018 https://gmd.copernicus.org/articles/11/1377/2018/ eng eng doi:10.5194/gmd-11-1377-2018 https://gmd.copernicus.org/articles/11/1377/2018/ eISSN: 1991-9603 Text 2018 ftcopernicus https://doi.org/10.5194/gmd-11-1377-2018 2020-07-20T16:23:20Z 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 CO 2 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. Text permafrost Copernicus Publications: E-Journals Geoscientific Model Development 11 4 1377 1403
institution Open Polar
collection Copernicus Publications: E-Journals
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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 CO 2 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 Text
author Schaphoff, Sibyll
Forkel, Matthias
Müller, Christoph
Knauer, Jürgen
Bloh, Werner
Gerten, Dieter
Jägermeyr, Jonas
Lucht, Wolfgang
Rammig, Anja
Thonicke, Kirsten
Waha, Katharina
spellingShingle Schaphoff, Sibyll
Forkel, Matthias
Müller, Christoph
Knauer, Jürgen
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
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
publishDate 2018
url https://doi.org/10.5194/gmd-11-1377-2018
https://gmd.copernicus.org/articles/11/1377/2018/
genre permafrost
genre_facet permafrost
op_source eISSN: 1991-9603
op_relation doi:10.5194/gmd-11-1377-2018
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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
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