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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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 |
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Open Polar |
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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 |
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[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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1766371787322425344 |