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Predicted 21st Century Non-growing Season Net Ecosystem Exchanges of CO2 from the Mer Bleue Bog: Support Vector Regression Model Outputs for RCP2.6, RCP4.5 and RCP8.5

Description: In this study, we determine key environmental variables affecting non-growing season net ecosystem exchanges of CO2 (NGS-NEE) from a temperate peatland (Mer Bleue Bog; Ottawa, Canada) and predict future NGS-NEE under three climate scenarios (RCP2.6, RCP4.5, and RCP8.5) using a variable selection methodology, global sensitivity analysis, and data-driven model. Future NGS-NEE predictions, model training parameters, and global sensitivity analysis results are provided.
Notes: Item exited embargo and became publicly available on 2021-05-01
L’élément est sorti de sa période d’embargo et est devenu public le 2021-05-01
Authors: Rafat, Arash A.R.; Water Institute; University of Waterloo; https://orcid.org/0000-0003-0424-7011 ORCID iD
Rezanezhad, Fereidoun; Water Institute; University of Waterloo; https://orcid.org/0000-0002-9608-8005 ORCID iD
Quinton, William L.; Wilfrid Laurier University
Humphreys, Elyn R.; Carleton University; https://orcid.org/0000-0002-5397-2802 ORCID iD
Webster, Kara; Canadian Forest Service; https://orcid.org/0000-0003-3202-4958 ORCID iD
Van Cappellen, Philippe; Water Institute; University of Waterloo; https://orcid.org/0000-0001-5476-0820 ORCID iD
Keywords: Climate change
Non-growing season
Machine learning
Peatlands
Carbon fluxes
Date: 2021-05-10
Publisher: Federated Research Data Repository / dépôt fédéré de données de recherche
URI: https://doi.org/10.20383/102.0402
Geographic Coverage: 
Place Name
Mer Bleue Bog
City
Ottawa
Province /
Province / Territory
Ontario
Territory
 
Country
Canada
Geographic Point: 
Latitude
45.3936
Longitude
-75.5122
Appears in Collections:Water Institute

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Creative Commons Attribution 4.0 International (CC BY 4.0) https://creativecommons.org/licenses/by/4.0/
Citation
Rafat, A. , Rezanezhad, F. , Quinton, W. , Humphreys, E. , Webster, K. , Van Cappellen, P. (2021) Predicted 21st Century Non-growing Season Net Ecosystem Exchanges of CO2 from the Mer Bleue Bog: Support Vector Regression Model Outputs for RCP2.6, RCP4.5 and RCP8.5. Federated Research Data Repository. https://doi.org/10.20383/102.0402