PLASIM-ENTSem v1.0: a spatio-temporal emulator of future climate change for impacts assessment

Many applications in the evaluation of climate impacts and environmental policy require detailed spatio-temporal projections of future climate. To capture feedbacks from impacted natural or socio-economic systems requires interactive two-way coupling, but this is generally computationally infeasible...

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Main Authors: P. B. Holden, N. R. Edwards, P. H. Garthwaite, K. Fraedrich, F. Lunkeit, E. Kirk, M. Labriet, A. Kanudia, F. Babonneau
Format: Article
Language:English
Published: Copernicus Publications 2014-02-01
Series:Geoscientific Model Development
Online Access:http://www.geosci-model-dev.net/7/433/2014/gmd-7-433-2014.pdf
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spelling doaj-58be33c9ed7041fd8a265d6288cc328b2020-11-24T23:52:33ZengCopernicus PublicationsGeoscientific Model Development1991-959X1991-96032014-02-017143345110.5194/gmd-7-433-2014PLASIM-ENTSem v1.0: a spatio-temporal emulator of future climate change for impacts assessmentP. B. Holden0N. R. Edwards1P. H. Garthwaite2K. Fraedrich3F. Lunkeit4E. Kirk5M. Labriet6A. Kanudia7F. Babonneau8Environment, Earth and Ecosystems, The Open University, Walton Hall, Milton Keynes, MK7 6AA, UKEnvironment, Earth and Ecosystems, The Open University, Walton Hall, Milton Keynes, MK7 6AA, UKMathematics and Statistics, The Open University, Walton Hall, Milton Keynes, MK7 6AA, UKMax Planck Institute of Meteorology, KlimaCampus, Bundesstraße 53, 20146 Hamburg, GermanyMeteorological Institute, University of Hamburg, Bundesstraße 55, 20146 Hamburg, GermanyMeteorological Institute, University of Hamburg, Bundesstraße 55, 20146 Hamburg, GermanyEneris Environment Energy Consultants s.l., c/Duque de Alba 15, 3&ndash;6, 28012 Madrid, SpainEneris Environment Energy Consultants s.l., c/Duque de Alba 15, 3&ndash;6, 28012 Madrid, SpainORDECSYS, Place de l'Etrier 4, 1224 Chêne-Bougeries, SwitzerlandMany applications in the evaluation of climate impacts and environmental policy require detailed spatio-temporal projections of future climate. To capture feedbacks from impacted natural or socio-economic systems requires interactive two-way coupling, but this is generally computationally infeasible with even moderately complex general circulation models (GCMs). Dimension reduction using emulation is one solution to this problem, demonstrated here with the GCM PLASIM-ENTS (Planet Simulator coupled with the efficient numerical terrestrial scheme). Our approach generates temporally evolving spatial patterns of climate variables, considering multiple modes of variability in order to capture non-linear feedbacks. The emulator provides a 188-member ensemble of decadally and spatially resolved (~ 5° resolution) seasonal climate data in response to an arbitrary future CO<sub>2</sub> concentration and non-CO<sub>2</sub> radiative forcing scenario. We present the PLASIM-ENTS coupled model, the construction of its emulator from an ensemble of transient future simulations, an application of the emulator methodology to produce heating and cooling degree-day projections, the validation of the simulator (with respect to empirical data) and the validation of the emulator (with respect to high-complexity models). We also demonstrate the application to estimates of sea-level rise and associated uncertainty.http://www.geosci-model-dev.net/7/433/2014/gmd-7-433-2014.pdf
collection DOAJ
language English
format Article
sources DOAJ
author P. B. Holden
N. R. Edwards
P. H. Garthwaite
K. Fraedrich
F. Lunkeit
E. Kirk
M. Labriet
A. Kanudia
F. Babonneau
spellingShingle P. B. Holden
N. R. Edwards
P. H. Garthwaite
K. Fraedrich
F. Lunkeit
E. Kirk
M. Labriet
A. Kanudia
F. Babonneau
PLASIM-ENTSem v1.0: a spatio-temporal emulator of future climate change for impacts assessment
Geoscientific Model Development
author_facet P. B. Holden
N. R. Edwards
P. H. Garthwaite
K. Fraedrich
F. Lunkeit
E. Kirk
M. Labriet
A. Kanudia
F. Babonneau
author_sort P. B. Holden
title PLASIM-ENTSem v1.0: a spatio-temporal emulator of future climate change for impacts assessment
title_short PLASIM-ENTSem v1.0: a spatio-temporal emulator of future climate change for impacts assessment
title_full PLASIM-ENTSem v1.0: a spatio-temporal emulator of future climate change for impacts assessment
title_fullStr PLASIM-ENTSem v1.0: a spatio-temporal emulator of future climate change for impacts assessment
title_full_unstemmed PLASIM-ENTSem v1.0: a spatio-temporal emulator of future climate change for impacts assessment
title_sort plasim-entsem v1.0: a spatio-temporal emulator of future climate change for impacts assessment
publisher Copernicus Publications
series Geoscientific Model Development
issn 1991-959X
1991-9603
publishDate 2014-02-01
description Many applications in the evaluation of climate impacts and environmental policy require detailed spatio-temporal projections of future climate. To capture feedbacks from impacted natural or socio-economic systems requires interactive two-way coupling, but this is generally computationally infeasible with even moderately complex general circulation models (GCMs). Dimension reduction using emulation is one solution to this problem, demonstrated here with the GCM PLASIM-ENTS (Planet Simulator coupled with the efficient numerical terrestrial scheme). Our approach generates temporally evolving spatial patterns of climate variables, considering multiple modes of variability in order to capture non-linear feedbacks. The emulator provides a 188-member ensemble of decadally and spatially resolved (~ 5° resolution) seasonal climate data in response to an arbitrary future CO<sub>2</sub> concentration and non-CO<sub>2</sub> radiative forcing scenario. We present the PLASIM-ENTS coupled model, the construction of its emulator from an ensemble of transient future simulations, an application of the emulator methodology to produce heating and cooling degree-day projections, the validation of the simulator (with respect to empirical data) and the validation of the emulator (with respect to high-complexity models). We also demonstrate the application to estimates of sea-level rise and associated uncertainty.
url http://www.geosci-model-dev.net/7/433/2014/gmd-7-433-2014.pdf
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