A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1

In order to investigate Last Glacial Maximum and future climate, we "precalibrate" the intermediate complexity model GENIE-1 by applying a rejection sampling approach to deterministic emulations of the model. We develop ~1,000 parameter sets which reproduce the main features of modern clim...

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Published in:Climate Dynamics
Main Authors: Holden, Philip B., Edwards, NR, Oliver, KIC, Lenton, TM, Wilkinson, RD
Format: Article in Journal/Newspaper
Language:unknown
Published: 2010
Subjects:
Online Access:https://ueaeprints.uea.ac.uk/id/eprint/20309/
https://doi.org/10.1007/s00382-009-0630-8
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spelling ftuniveastangl:oai:ueaeprints.uea.ac.uk:20309 2023-05-15T18:17:55+02:00 A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1 Holden, Philip B. Edwards, NR Oliver, KIC Lenton, TM Wilkinson, RD 2010 https://ueaeprints.uea.ac.uk/id/eprint/20309/ https://doi.org/10.1007/s00382-009-0630-8 unknown Holden, Philip B., Edwards, NR, Oliver, KIC, Lenton, TM and Wilkinson, RD (2010) A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1. Climate Dynamics, 35 (5). pp. 785-806. doi:10.1007/s00382-009-0630-8 Article PeerReviewed 2010 ftuniveastangl https://doi.org/10.1007/s00382-009-0630-8 2023-01-30T21:24:50Z In order to investigate Last Glacial Maximum and future climate, we "precalibrate" the intermediate complexity model GENIE-1 by applying a rejection sampling approach to deterministic emulations of the model. We develop ~1,000 parameter sets which reproduce the main features of modern climate, but not precise observations. This allows a wide range of large-scale feedback response strengths which generally encompass the range of GCM behaviour. We build a deterministic emulator of climate sensitivity and quantify the contributions of atmospheric (±0.93°C, 1s) vegetation (±0.32°C), ocean (±0.24°C) and sea-ice (±0.14°C) parameterisations to the total uncertainty. We then perform an LGM-constrained Bayesian calibration, incorporating data-driven priors and formally accounting for structural error. We estimate climate sensitivity as likely (66% confidence) to lie in the range 2.6-4. 4°C, with a peak probability at 3.6°C. We estimate LGM cooling likely to lie in the range 5.3-7. 5°C, with a peak probability at 6.2°C. In addition to estimates of global temperature change, we apply our ensembles to derive LGM and 2xCO2 probability distributions for land carbon storage, Atlantic overturning and sea-ice coverage. Notably, under 2xCO2 we calculate a probability of 37% that equilibrium terrestrial carbon storage is reduced from modern values, so the land sink has become a net source of atmospheric CO2. Article in Journal/Newspaper Sea ice University of East Anglia: UEA Digital Repository Climate Dynamics 35 5 785 806
institution Open Polar
collection University of East Anglia: UEA Digital Repository
op_collection_id ftuniveastangl
language unknown
description In order to investigate Last Glacial Maximum and future climate, we "precalibrate" the intermediate complexity model GENIE-1 by applying a rejection sampling approach to deterministic emulations of the model. We develop ~1,000 parameter sets which reproduce the main features of modern climate, but not precise observations. This allows a wide range of large-scale feedback response strengths which generally encompass the range of GCM behaviour. We build a deterministic emulator of climate sensitivity and quantify the contributions of atmospheric (±0.93°C, 1s) vegetation (±0.32°C), ocean (±0.24°C) and sea-ice (±0.14°C) parameterisations to the total uncertainty. We then perform an LGM-constrained Bayesian calibration, incorporating data-driven priors and formally accounting for structural error. We estimate climate sensitivity as likely (66% confidence) to lie in the range 2.6-4. 4°C, with a peak probability at 3.6°C. We estimate LGM cooling likely to lie in the range 5.3-7. 5°C, with a peak probability at 6.2°C. In addition to estimates of global temperature change, we apply our ensembles to derive LGM and 2xCO2 probability distributions for land carbon storage, Atlantic overturning and sea-ice coverage. Notably, under 2xCO2 we calculate a probability of 37% that equilibrium terrestrial carbon storage is reduced from modern values, so the land sink has become a net source of atmospheric CO2.
format Article in Journal/Newspaper
author Holden, Philip B.
Edwards, NR
Oliver, KIC
Lenton, TM
Wilkinson, RD
spellingShingle Holden, Philip B.
Edwards, NR
Oliver, KIC
Lenton, TM
Wilkinson, RD
A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1
author_facet Holden, Philip B.
Edwards, NR
Oliver, KIC
Lenton, TM
Wilkinson, RD
author_sort Holden, Philip B.
title A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1
title_short A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1
title_full A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1
title_fullStr A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1
title_full_unstemmed A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1
title_sort probabilistic calibration of climate sensitivity and terrestrial carbon change in genie-1
publishDate 2010
url https://ueaeprints.uea.ac.uk/id/eprint/20309/
https://doi.org/10.1007/s00382-009-0630-8
genre Sea ice
genre_facet Sea ice
op_relation Holden, Philip B., Edwards, NR, Oliver, KIC, Lenton, TM and Wilkinson, RD (2010) A probabilistic calibration of climate sensitivity and terrestrial carbon change in GENIE-1. Climate Dynamics, 35 (5). pp. 785-806.
doi:10.1007/s00382-009-0630-8
op_doi https://doi.org/10.1007/s00382-009-0630-8
container_title Climate Dynamics
container_volume 35
container_issue 5
container_start_page 785
op_container_end_page 806
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