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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 |
| Authors: | Rafat, Arash A.R.; Water Institute; University of Waterloo;  0000-0003-0424-7011Rezanezhad, Fereidoun; Water Institute; University of Waterloo; 0000-0002-9608-8005Quinton, William L.; Wilfrid Laurier University Humphreys, Elyn R.; Carleton University; 0000-0002-5397-2802Webster, Kara; Canadian Forest Service; 0000-0003-3202-4958Van Cappellen, Philippe; Water Institute; University of Waterloo; 0000-0001-5476-0820 |
| Keywords: | Climate change Non-growing season Machine learning Peatlands Carbon fluxes |
| Publication Date: | 2021-05-10 |
| Publisher: | Federated Research Data Repository / dépôt fédéré de données de recherche |
| Funder: | Natural Sciences and Engineering Research Council of Canada (NSERC); Discovery Grant; RGPIN-2015-03801 Canada Excellence Research Chairs (CERC); Canada Excellence Research Chair in Ecohydrology Natural Sciences and Engineering Research Council of Canada (NSERC); Advancing Climate Change Science in Canada; ACCPJ 536050-18 Canada First Research Excellence Fund (CFREF); Global Water Futures Program (GWF) Global Water Futures (GWF); Winter Soil Processes in Transition |
| 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
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