Bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in Madagascar

Recent studies have underlined the importance of climatic variables in determining tree height and biomass in tropical forests. Nonetheless, the effects of climate on tropical forest carbon stocks remain uncertain. In particular, the application of process-based dynamic global vegetation models has led to contrasting conclusions regarding the potential impact of climate change on tropical forest carbon storage. Using a correlative approach based on a bioclimatic envelope model and data from 1771 forest plots inventoried during the period 1996–2013 in Madagascar over a large climatic gradient, we show that temperature seasonality, annual precipitation and mean annual temperature are key variables in determining forest above-ground carbon density. Taking into account the explicative climate variables, we obtained an accurate (R2 = 70% and RMSE = 40 Mg ha−1) forest carbon map for Madagascar at 250 m resolution for the year 2010. This national map was more accurate than previously published global carbon maps (R2 ≤ 26% and RMSE ≥ 63 Mg ha−1). Combining our model with the climatic projections for Madagascar from 7 IPCC CMIP5 global climate models following the RCP 8.5, we forecast an average forest carbon stock loss of 17% (range: 7–24%) by the year 2080. For comparison, a spatially homogeneous deforestation of 0.5% per year on the same period would lead to a loss of 30% of the forest carbon stock. Synthesis. Our study shows that climate change is likely to induce a decrease in tropical forest carbon stocks. This loss could be due to a decrease in the average tree size and to shifts in tree species distribution, with the selection of small-statured species. In Madagascar, climate-induced carbon emissions might be, at least, of the same order of magnitude as emissions associated with anthropogenic deforestation.

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Main Authors: Vieilledent, Ghislain, Gardi, Olivier, Grinand, Clovis, Burren, Christian, Andriamanjato, Mamitiana, Camara, Christian, Gardner, Charlie J., Glass, Leah, Rasolohery, Andriambolantsoa, Ratsimba, Harifidy Rakoto, Gond, Valéry, Rakotoarijaona, Jean-Roger
Format: article biblioteca
Language:eng
Subjects:K01 - Foresterie - Considérations générales, P40 - Météorologie et climatologie, F60 - Physiologie et biochimie végétale, forêt tropicale, séquestration du carbone, changement climatique, déboisement, réduction des émissions, atténuation des effets du changement climatique, croissance, biomasse, impact sur l'environnement, modèle de simulation, modèle mathématique, inventaire forestier, http://aims.fao.org/aos/agrovoc/c_24904, http://aims.fao.org/aos/agrovoc/c_331583, http://aims.fao.org/aos/agrovoc/c_1666, http://aims.fao.org/aos/agrovoc/c_15590, http://aims.fao.org/aos/agrovoc/c_331597, http://aims.fao.org/aos/agrovoc/c_1374571087594, http://aims.fao.org/aos/agrovoc/c_3394, http://aims.fao.org/aos/agrovoc/c_926, http://aims.fao.org/aos/agrovoc/c_24420, http://aims.fao.org/aos/agrovoc/c_24242, http://aims.fao.org/aos/agrovoc/c_24199, http://aims.fao.org/aos/agrovoc/c_24174, http://aims.fao.org/aos/agrovoc/c_4510,
Online Access:http://agritrop.cirad.fr/579884/
http://agritrop.cirad.fr/579884/7/Vieilledent_et_al-2016-Journal_of_Ecology.pdf
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id dig-cirad-fr-579884
record_format koha
institution CIRAD FR
collection DSpace
country Francia
countrycode FR
component Bibliográfico
access En linea
databasecode dig-cirad-fr
tag biblioteca
region Europa del Oeste
libraryname Biblioteca del CIRAD Francia
language eng
topic K01 - Foresterie - Considérations générales
P40 - Météorologie et climatologie
F60 - Physiologie et biochimie végétale
forêt tropicale
séquestration du carbone
changement climatique
déboisement
réduction des émissions
atténuation des effets du changement climatique
croissance
biomasse
impact sur l'environnement
modèle de simulation
modèle mathématique
inventaire forestier
http://aims.fao.org/aos/agrovoc/c_24904
http://aims.fao.org/aos/agrovoc/c_331583
http://aims.fao.org/aos/agrovoc/c_1666
http://aims.fao.org/aos/agrovoc/c_15590
http://aims.fao.org/aos/agrovoc/c_331597
http://aims.fao.org/aos/agrovoc/c_1374571087594
http://aims.fao.org/aos/agrovoc/c_3394
http://aims.fao.org/aos/agrovoc/c_926
http://aims.fao.org/aos/agrovoc/c_24420
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_24174
http://aims.fao.org/aos/agrovoc/c_4510
K01 - Foresterie - Considérations générales
P40 - Météorologie et climatologie
F60 - Physiologie et biochimie végétale
forêt tropicale
séquestration du carbone
changement climatique
déboisement
réduction des émissions
atténuation des effets du changement climatique
croissance
biomasse
impact sur l'environnement
modèle de simulation
modèle mathématique
inventaire forestier
http://aims.fao.org/aos/agrovoc/c_24904
http://aims.fao.org/aos/agrovoc/c_331583
http://aims.fao.org/aos/agrovoc/c_1666
http://aims.fao.org/aos/agrovoc/c_15590
http://aims.fao.org/aos/agrovoc/c_331597
http://aims.fao.org/aos/agrovoc/c_1374571087594
http://aims.fao.org/aos/agrovoc/c_3394
http://aims.fao.org/aos/agrovoc/c_926
http://aims.fao.org/aos/agrovoc/c_24420
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_24174
http://aims.fao.org/aos/agrovoc/c_4510
spellingShingle K01 - Foresterie - Considérations générales
P40 - Météorologie et climatologie
F60 - Physiologie et biochimie végétale
forêt tropicale
séquestration du carbone
changement climatique
déboisement
réduction des émissions
atténuation des effets du changement climatique
croissance
biomasse
impact sur l'environnement
modèle de simulation
modèle mathématique
inventaire forestier
http://aims.fao.org/aos/agrovoc/c_24904
http://aims.fao.org/aos/agrovoc/c_331583
http://aims.fao.org/aos/agrovoc/c_1666
http://aims.fao.org/aos/agrovoc/c_15590
http://aims.fao.org/aos/agrovoc/c_331597
http://aims.fao.org/aos/agrovoc/c_1374571087594
http://aims.fao.org/aos/agrovoc/c_3394
http://aims.fao.org/aos/agrovoc/c_926
http://aims.fao.org/aos/agrovoc/c_24420
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_24174
http://aims.fao.org/aos/agrovoc/c_4510
K01 - Foresterie - Considérations générales
P40 - Météorologie et climatologie
F60 - Physiologie et biochimie végétale
forêt tropicale
séquestration du carbone
changement climatique
déboisement
réduction des émissions
atténuation des effets du changement climatique
croissance
biomasse
impact sur l'environnement
modèle de simulation
modèle mathématique
inventaire forestier
http://aims.fao.org/aos/agrovoc/c_24904
http://aims.fao.org/aos/agrovoc/c_331583
http://aims.fao.org/aos/agrovoc/c_1666
http://aims.fao.org/aos/agrovoc/c_15590
http://aims.fao.org/aos/agrovoc/c_331597
http://aims.fao.org/aos/agrovoc/c_1374571087594
http://aims.fao.org/aos/agrovoc/c_3394
http://aims.fao.org/aos/agrovoc/c_926
http://aims.fao.org/aos/agrovoc/c_24420
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_24174
http://aims.fao.org/aos/agrovoc/c_4510
Vieilledent, Ghislain
Gardi, Olivier
Grinand, Clovis
Burren, Christian
Andriamanjato, Mamitiana
Camara, Christian
Gardner, Charlie J.
Glass, Leah
Rasolohery, Andriambolantsoa
Ratsimba, Harifidy Rakoto
Gond, Valéry
Rakotoarijaona, Jean-Roger
Bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in Madagascar
description Recent studies have underlined the importance of climatic variables in determining tree height and biomass in tropical forests. Nonetheless, the effects of climate on tropical forest carbon stocks remain uncertain. In particular, the application of process-based dynamic global vegetation models has led to contrasting conclusions regarding the potential impact of climate change on tropical forest carbon storage. Using a correlative approach based on a bioclimatic envelope model and data from 1771 forest plots inventoried during the period 1996–2013 in Madagascar over a large climatic gradient, we show that temperature seasonality, annual precipitation and mean annual temperature are key variables in determining forest above-ground carbon density. Taking into account the explicative climate variables, we obtained an accurate (R2 = 70% and RMSE = 40 Mg ha−1) forest carbon map for Madagascar at 250 m resolution for the year 2010. This national map was more accurate than previously published global carbon maps (R2 ≤ 26% and RMSE ≥ 63 Mg ha−1). Combining our model with the climatic projections for Madagascar from 7 IPCC CMIP5 global climate models following the RCP 8.5, we forecast an average forest carbon stock loss of 17% (range: 7–24%) by the year 2080. For comparison, a spatially homogeneous deforestation of 0.5% per year on the same period would lead to a loss of 30% of the forest carbon stock. Synthesis. Our study shows that climate change is likely to induce a decrease in tropical forest carbon stocks. This loss could be due to a decrease in the average tree size and to shifts in tree species distribution, with the selection of small-statured species. In Madagascar, climate-induced carbon emissions might be, at least, of the same order of magnitude as emissions associated with anthropogenic deforestation.
format article
topic_facet K01 - Foresterie - Considérations générales
P40 - Météorologie et climatologie
F60 - Physiologie et biochimie végétale
forêt tropicale
séquestration du carbone
changement climatique
déboisement
réduction des émissions
atténuation des effets du changement climatique
croissance
biomasse
impact sur l'environnement
modèle de simulation
modèle mathématique
inventaire forestier
http://aims.fao.org/aos/agrovoc/c_24904
http://aims.fao.org/aos/agrovoc/c_331583
http://aims.fao.org/aos/agrovoc/c_1666
http://aims.fao.org/aos/agrovoc/c_15590
http://aims.fao.org/aos/agrovoc/c_331597
http://aims.fao.org/aos/agrovoc/c_1374571087594
http://aims.fao.org/aos/agrovoc/c_3394
http://aims.fao.org/aos/agrovoc/c_926
http://aims.fao.org/aos/agrovoc/c_24420
http://aims.fao.org/aos/agrovoc/c_24242
http://aims.fao.org/aos/agrovoc/c_24199
http://aims.fao.org/aos/agrovoc/c_24174
http://aims.fao.org/aos/agrovoc/c_4510
author Vieilledent, Ghislain
Gardi, Olivier
Grinand, Clovis
Burren, Christian
Andriamanjato, Mamitiana
Camara, Christian
Gardner, Charlie J.
Glass, Leah
Rasolohery, Andriambolantsoa
Ratsimba, Harifidy Rakoto
Gond, Valéry
Rakotoarijaona, Jean-Roger
author_facet Vieilledent, Ghislain
Gardi, Olivier
Grinand, Clovis
Burren, Christian
Andriamanjato, Mamitiana
Camara, Christian
Gardner, Charlie J.
Glass, Leah
Rasolohery, Andriambolantsoa
Ratsimba, Harifidy Rakoto
Gond, Valéry
Rakotoarijaona, Jean-Roger
author_sort Vieilledent, Ghislain
title Bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in Madagascar
title_short Bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in Madagascar
title_full Bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in Madagascar
title_fullStr Bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in Madagascar
title_full_unstemmed Bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in Madagascar
title_sort bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in madagascar
url http://agritrop.cirad.fr/579884/
http://agritrop.cirad.fr/579884/7/Vieilledent_et_al-2016-Journal_of_Ecology.pdf
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spelling dig-cirad-fr-5798842024-07-12T06:10:53Z http://agritrop.cirad.fr/579884/ http://agritrop.cirad.fr/579884/ Bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in Madagascar. Vieilledent Ghislain, Gardi Olivier, Grinand Clovis, Burren Christian, Andriamanjato Mamitiana, Camara Christian, Gardner Charlie J., Glass Leah, Rasolohery Andriambolantsoa, Ratsimba Harifidy Rakoto, Gond Valéry, Rakotoarijaona Jean-Roger. 2016. Journal of Ecology, 104 (3) : 703-715.https://doi.org/10.1111/1365-2745.12548 <https://doi.org/10.1111/1365-2745.12548> Bioclimatic envelope models predict a decrease in tropical forest carbon stocks with climate change in Madagascar Vieilledent, Ghislain Gardi, Olivier Grinand, Clovis Burren, Christian Andriamanjato, Mamitiana Camara, Christian Gardner, Charlie J. Glass, Leah Rasolohery, Andriambolantsoa Ratsimba, Harifidy Rakoto Gond, Valéry Rakotoarijaona, Jean-Roger eng 2016 Journal of Ecology K01 - Foresterie - Considérations générales P40 - Météorologie et climatologie F60 - Physiologie et biochimie végétale forêt tropicale séquestration du carbone changement climatique déboisement réduction des émissions atténuation des effets du changement climatique croissance biomasse impact sur l'environnement modèle de simulation modèle mathématique inventaire forestier http://aims.fao.org/aos/agrovoc/c_24904 http://aims.fao.org/aos/agrovoc/c_331583 http://aims.fao.org/aos/agrovoc/c_1666 http://aims.fao.org/aos/agrovoc/c_15590 http://aims.fao.org/aos/agrovoc/c_331597 http://aims.fao.org/aos/agrovoc/c_1374571087594 http://aims.fao.org/aos/agrovoc/c_3394 http://aims.fao.org/aos/agrovoc/c_926 http://aims.fao.org/aos/agrovoc/c_24420 http://aims.fao.org/aos/agrovoc/c_24242 http://aims.fao.org/aos/agrovoc/c_24199 http://aims.fao.org/aos/agrovoc/c_24174 Madagascar http://aims.fao.org/aos/agrovoc/c_4510 Recent studies have underlined the importance of climatic variables in determining tree height and biomass in tropical forests. Nonetheless, the effects of climate on tropical forest carbon stocks remain uncertain. In particular, the application of process-based dynamic global vegetation models has led to contrasting conclusions regarding the potential impact of climate change on tropical forest carbon storage. Using a correlative approach based on a bioclimatic envelope model and data from 1771 forest plots inventoried during the period 1996–2013 in Madagascar over a large climatic gradient, we show that temperature seasonality, annual precipitation and mean annual temperature are key variables in determining forest above-ground carbon density. Taking into account the explicative climate variables, we obtained an accurate (R2 = 70% and RMSE = 40 Mg ha−1) forest carbon map for Madagascar at 250 m resolution for the year 2010. This national map was more accurate than previously published global carbon maps (R2 ≤ 26% and RMSE ≥ 63 Mg ha−1). Combining our model with the climatic projections for Madagascar from 7 IPCC CMIP5 global climate models following the RCP 8.5, we forecast an average forest carbon stock loss of 17% (range: 7–24%) by the year 2080. For comparison, a spatially homogeneous deforestation of 0.5% per year on the same period would lead to a loss of 30% of the forest carbon stock. Synthesis. Our study shows that climate change is likely to induce a decrease in tropical forest carbon stocks. This loss could be due to a decrease in the average tree size and to shifts in tree species distribution, with the selection of small-statured species. In Madagascar, climate-induced carbon emissions might be, at least, of the same order of magnitude as emissions associated with anthropogenic deforestation. article info:eu-repo/semantics/article Journal Article info:eu-repo/semantics/publishedVersion http://agritrop.cirad.fr/579884/7/Vieilledent_et_al-2016-Journal_of_Ecology.pdf text Cirad license info:eu-repo/semantics/restrictedAccess https://agritrop.cirad.fr/mention_legale.html https://doi.org/10.1111/1365-2745.12548 10.1111/1365-2745.12548 info:eu-repo/semantics/altIdentifier/doi/10.1111/1365-2745.12548 info:eu-repo/semantics/altIdentifier/purl/https://doi.org/10.1111/1365-2745.12548 info:eu-repo/semantics/dataset/purl/https://doi.org/10.5061/dryad.9ph68