Sensitivity analysis of a model of CO 2 exchange in tundra ecosystems by the adjoint method

International audience A model of net primary production (NPP), decomposition, and nitrogen cycling in tundra ecosystems has been developed. The adjoint technique is used to study the sensitivity of the computed annual net CO2 flux to perturbations in initial conditions, climatic inputs, and model&#...

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Published in:Journal of Geophysical Research
Main Authors: Waelbroeck, C., Louis, J.-F.
Other Authors: Laboratoire de Modélisation du Climat et de l'Environnement (LMCE), Atmospheric and Environmental Research, Inc. (AER)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 1995
Subjects:
Online Access:https://hal.archives-ouvertes.fr/hal-02916185
https://hal.archives-ouvertes.fr/hal-02916185/document
https://hal.archives-ouvertes.fr/hal-02916185/file/ark%20_67375_WNG-DSKHL1QT-Z.pdf
https://doi.org/10.1029/94JD02831
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spelling ftccsdartic:oai:HAL:hal-02916185v1 2023-05-15T15:39:44+02:00 Sensitivity analysis of a model of CO 2 exchange in tundra ecosystems by the adjoint method Waelbroeck, C. Louis, J.-F. Laboratoire de Modélisation du Climat et de l'Environnement (LMCE) Atmospheric and Environmental Research, Inc. (AER) 1995 https://hal.archives-ouvertes.fr/hal-02916185 https://hal.archives-ouvertes.fr/hal-02916185/document https://hal.archives-ouvertes.fr/hal-02916185/file/ark%20_67375_WNG-DSKHL1QT-Z.pdf https://doi.org/10.1029/94JD02831 en eng HAL CCSD American Geophysical Union info:eu-repo/semantics/altIdentifier/doi/10.1029/94JD02831 hal-02916185 https://hal.archives-ouvertes.fr/hal-02916185 https://hal.archives-ouvertes.fr/hal-02916185/document https://hal.archives-ouvertes.fr/hal-02916185/file/ark%20_67375_WNG-DSKHL1QT-Z.pdf doi:10.1029/94JD02831 WOS: A1995QJ63000006 info:eu-repo/semantics/OpenAccess ISSN: 0148-0227 EISSN: 2156-2202 Journal of Geophysical Research https://hal.archives-ouvertes.fr/hal-02916185 Journal of Geophysical Research, American Geophysical Union, 1995, 100 (D2), pp.2801. ⟨10.1029/94JD02831⟩ [SDU.OCEAN]Sciences of the Universe [physics]/Ocean Atmosphere [SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces environment info:eu-repo/semantics/article Journal articles 1995 ftccsdartic https://doi.org/10.1029/94JD02831 2021-09-11T22:41:46Z International audience A model of net primary production (NPP), decomposition, and nitrogen cycling in tundra ecosystems has been developed. The adjoint technique is used to study the sensitivity of the computed annual net CO2 flux to perturbations in initial conditions, climatic inputs, and model's main parameters describing current seasonal CO2 exchange in wet sedge tundra at Barrow, Alaska. The results show that net CO2 flux is most sensitive to parameters characterizing litter chemical composition and more sensitive to decomposition parameters than to NPP parameters. This underlines the fact that in nutrient-limited ecosystems, decomposition drives net CO2 exchange by controlling mineralization of main nutrients. The results also indicate that the shortterm (1 year) response of wet sedge tundra to CO2-induced warming is a significant increase in CO2 emission, creating a positive feedback to atmospheric CO2 accumulation. However, a cloudiness increase during the same year can severely alter this response and lead to either a slight decrease or a strong increase in emitted CO2, depending on its exact timing. These results demonstrate that the adjoint method is well suited to study systems encountering regime changes, as a single run of the adjoint model provides sensitivities of the net CO2 flux to perturbations in all parameters and variables at any time of the year. Moreover, it is shown that large errors due to the presence of thresholds can be avoided by first delimiting the range of applicability of the adjoint results. Article in Journal/Newspaper Barrow Tundra Alaska Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe) Journal of Geophysical Research 100 D2 2801
institution Open Polar
collection Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
op_collection_id ftccsdartic
language English
topic [SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces
environment
spellingShingle [SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces
environment
Waelbroeck, C.
Louis, J.-F.
Sensitivity analysis of a model of CO 2 exchange in tundra ecosystems by the adjoint method
topic_facet [SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
[SDU.ENVI]Sciences of the Universe [physics]/Continental interfaces
environment
description International audience A model of net primary production (NPP), decomposition, and nitrogen cycling in tundra ecosystems has been developed. The adjoint technique is used to study the sensitivity of the computed annual net CO2 flux to perturbations in initial conditions, climatic inputs, and model's main parameters describing current seasonal CO2 exchange in wet sedge tundra at Barrow, Alaska. The results show that net CO2 flux is most sensitive to parameters characterizing litter chemical composition and more sensitive to decomposition parameters than to NPP parameters. This underlines the fact that in nutrient-limited ecosystems, decomposition drives net CO2 exchange by controlling mineralization of main nutrients. The results also indicate that the shortterm (1 year) response of wet sedge tundra to CO2-induced warming is a significant increase in CO2 emission, creating a positive feedback to atmospheric CO2 accumulation. However, a cloudiness increase during the same year can severely alter this response and lead to either a slight decrease or a strong increase in emitted CO2, depending on its exact timing. These results demonstrate that the adjoint method is well suited to study systems encountering regime changes, as a single run of the adjoint model provides sensitivities of the net CO2 flux to perturbations in all parameters and variables at any time of the year. Moreover, it is shown that large errors due to the presence of thresholds can be avoided by first delimiting the range of applicability of the adjoint results.
author2 Laboratoire de Modélisation du Climat et de l'Environnement (LMCE)
Atmospheric and Environmental Research, Inc. (AER)
format Article in Journal/Newspaper
author Waelbroeck, C.
Louis, J.-F.
author_facet Waelbroeck, C.
Louis, J.-F.
author_sort Waelbroeck, C.
title Sensitivity analysis of a model of CO 2 exchange in tundra ecosystems by the adjoint method
title_short Sensitivity analysis of a model of CO 2 exchange in tundra ecosystems by the adjoint method
title_full Sensitivity analysis of a model of CO 2 exchange in tundra ecosystems by the adjoint method
title_fullStr Sensitivity analysis of a model of CO 2 exchange in tundra ecosystems by the adjoint method
title_full_unstemmed Sensitivity analysis of a model of CO 2 exchange in tundra ecosystems by the adjoint method
title_sort sensitivity analysis of a model of co 2 exchange in tundra ecosystems by the adjoint method
publisher HAL CCSD
publishDate 1995
url https://hal.archives-ouvertes.fr/hal-02916185
https://hal.archives-ouvertes.fr/hal-02916185/document
https://hal.archives-ouvertes.fr/hal-02916185/file/ark%20_67375_WNG-DSKHL1QT-Z.pdf
https://doi.org/10.1029/94JD02831
genre Barrow
Tundra
Alaska
genre_facet Barrow
Tundra
Alaska
op_source ISSN: 0148-0227
EISSN: 2156-2202
Journal of Geophysical Research
https://hal.archives-ouvertes.fr/hal-02916185
Journal of Geophysical Research, American Geophysical Union, 1995, 100 (D2), pp.2801. ⟨10.1029/94JD02831⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1029/94JD02831
hal-02916185
https://hal.archives-ouvertes.fr/hal-02916185
https://hal.archives-ouvertes.fr/hal-02916185/document
https://hal.archives-ouvertes.fr/hal-02916185/file/ark%20_67375_WNG-DSKHL1QT-Z.pdf
doi:10.1029/94JD02831
WOS: A1995QJ63000006
op_rights info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.1029/94JD02831
container_title Journal of Geophysical Research
container_volume 100
container_issue D2
container_start_page 2801
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