Evaluation of precipitation and temperature simulation performance of the CMIP3 and CMIP5 historical experiments

Summarization: The fifth phase of the Coupled Model Intercomparison Project (CMIP5) is the most recent coordinated experiment of global climate modeling. Compared to its predecessor CMIP3, the fifth phase of the homonymous experiment—CMIP5 involves a greater number of GCMs, run at higher resolutions...

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Main Authors: Κουτρουλης Αριστειδης(http://users.isc.tuc.gr/~akoutroulis), Koutroulis Aristeidis(http://users.isc.tuc.gr/~akoutroulis), Γρυλλακης Εμμανουηλ(http://users.isc.tuc.gr/~EGrillakis), Gryllakis Emmanouil(http://users.isc.tuc.gr/~EGrillakis), Τσανης Γιαννης(http://users.isc.tuc.gr/~gtsanis), Tsanis Giannis(http://users.isc.tuc.gr/~gtsanis), Παπαδημητριου Λαμπρινη(http://users.isc.tuc.gr/~lpapadimitriou), Papadimitriou Labrini(http://users.isc.tuc.gr/~lpapadimitriou)
Format: Article in Journal/Newspaper
Language:English
Published: SpringerOpen 2018
Subjects:
Online Access:http://purl.tuc.gr/dl/dias/F972F781-3BE6-49DC-8C0A-E1C50762E14B
https://link.springer.com/article/10.1007%2Fs00382-015-2938-x 10.1007/s00382-015-2938-x
id fttunivcrete:oai:dlib.tuc.gr:78858
record_format openpolar
spelling fttunivcrete:oai:dlib.tuc.gr:78858 2023-12-17T10:21:19+01:00 Evaluation of precipitation and temperature simulation performance of the CMIP3 and CMIP5 historical experiments Κουτρουλης Αριστειδης(http://users.isc.tuc.gr/~akoutroulis) Koutroulis Aristeidis(http://users.isc.tuc.gr/~akoutroulis) Γρυλλακης Εμμανουηλ(http://users.isc.tuc.gr/~EGrillakis) Gryllakis Emmanouil(http://users.isc.tuc.gr/~EGrillakis) Τσανης Γιαννης(http://users.isc.tuc.gr/~gtsanis) Tsanis Giannis(http://users.isc.tuc.gr/~gtsanis) Παπαδημητριου Λαμπρινη(http://users.isc.tuc.gr/~lpapadimitriou) Papadimitriou Labrini(http://users.isc.tuc.gr/~lpapadimitriou) Published at: 2018-10-03 http://purl.tuc.gr/dl/dias/F972F781-3BE6-49DC-8C0A-E1C50762E14B https://link.springer.com/article/10.1007%2Fs00382-015-2938-x 10.1007/s00382-015-2938-x en eng SpringerOpen info:eu-repo/grantAgreement/EC/FP7/246686 http://purl.tuc.gr/dl/dias/F972F781-3BE6-49DC-8C0A-E1C50762E14B https://link.springer.com/article/10.1007%2Fs00382-015-2938-x 10.1007/s00382-015-2938-x info:eu-repo/semantics/openAccess Όροι χρήσης: Μη διαθέσιμο License: http://creativecommons.org/licenses/by/4.0/ CMIP3 CMIP5 Intercomparison Precipitation Skill score Temperature info:eu-repo/semantics/article peer-reviewed 2018 fttunivcrete 2023-11-23T17:39:37Z Summarization: The fifth phase of the Coupled Model Intercomparison Project (CMIP5) is the most recent coordinated experiment of global climate modeling. Compared to its predecessor CMIP3, the fifth phase of the homonymous experiment—CMIP5 involves a greater number of GCMs, run at higher resolutions with more complex components. Here we use daily GCM data from both projects to test their efficiency in representing precipitation and temperature parameters with the use of a state of the art high resolution gridded global dataset for land areas and for the period 1960–2005. Two simple metrics, a comprehensive histogram similarity metric based on the match of simulated and observed empirical pdfs and a metric for the representation of the annual cycle were employed as performance indicators. The metrics were used to assess the skill of each GCM at the entire spectrum of precipitation and temperature pdfs but also for the upper and lower tails of it. Results are presented globally and regionally for 26 land regions that represent different climatic regimes, covering the total earth’s land surface except for Antarctica. Compared to CMIP3, CMIP5 models perform better in simulating precipitation including relatively intense events and the fraction of wet days. For temperature the improvement is not as clear except for the upper and lower hot and cold events of the distribution. The agreement of model simulations is also considerably increased in CMIP5. Substantial improvement in intense precipitation is observed over North Europe, Central and Eastern North America and North East Europe. Nevertheless, in both ensembles some models clearly perform better than others from a histogram similarity point of view. The derived skill score metrics provide essential information for impact studies based on global or regional land area multi-model ensembles. Presented on: Climate Dynamics Article in Journal/Newspaper Antarc* Antarctica Technical University of Crete: Institutional Repository
institution Open Polar
collection Technical University of Crete: Institutional Repository
op_collection_id fttunivcrete
language English
topic CMIP3
CMIP5
Intercomparison
Precipitation
Skill score
Temperature
spellingShingle CMIP3
CMIP5
Intercomparison
Precipitation
Skill score
Temperature
Κουτρουλης Αριστειδης(http://users.isc.tuc.gr/~akoutroulis)
Koutroulis Aristeidis(http://users.isc.tuc.gr/~akoutroulis)
Γρυλλακης Εμμανουηλ(http://users.isc.tuc.gr/~EGrillakis)
Gryllakis Emmanouil(http://users.isc.tuc.gr/~EGrillakis)
Τσανης Γιαννης(http://users.isc.tuc.gr/~gtsanis)
Tsanis Giannis(http://users.isc.tuc.gr/~gtsanis)
Παπαδημητριου Λαμπρινη(http://users.isc.tuc.gr/~lpapadimitriou)
Papadimitriou Labrini(http://users.isc.tuc.gr/~lpapadimitriou)
Evaluation of precipitation and temperature simulation performance of the CMIP3 and CMIP5 historical experiments
topic_facet CMIP3
CMIP5
Intercomparison
Precipitation
Skill score
Temperature
description Summarization: The fifth phase of the Coupled Model Intercomparison Project (CMIP5) is the most recent coordinated experiment of global climate modeling. Compared to its predecessor CMIP3, the fifth phase of the homonymous experiment—CMIP5 involves a greater number of GCMs, run at higher resolutions with more complex components. Here we use daily GCM data from both projects to test their efficiency in representing precipitation and temperature parameters with the use of a state of the art high resolution gridded global dataset for land areas and for the period 1960–2005. Two simple metrics, a comprehensive histogram similarity metric based on the match of simulated and observed empirical pdfs and a metric for the representation of the annual cycle were employed as performance indicators. The metrics were used to assess the skill of each GCM at the entire spectrum of precipitation and temperature pdfs but also for the upper and lower tails of it. Results are presented globally and regionally for 26 land regions that represent different climatic regimes, covering the total earth’s land surface except for Antarctica. Compared to CMIP3, CMIP5 models perform better in simulating precipitation including relatively intense events and the fraction of wet days. For temperature the improvement is not as clear except for the upper and lower hot and cold events of the distribution. The agreement of model simulations is also considerably increased in CMIP5. Substantial improvement in intense precipitation is observed over North Europe, Central and Eastern North America and North East Europe. Nevertheless, in both ensembles some models clearly perform better than others from a histogram similarity point of view. The derived skill score metrics provide essential information for impact studies based on global or regional land area multi-model ensembles. Presented on: Climate Dynamics
format Article in Journal/Newspaper
author Κουτρουλης Αριστειδης(http://users.isc.tuc.gr/~akoutroulis)
Koutroulis Aristeidis(http://users.isc.tuc.gr/~akoutroulis)
Γρυλλακης Εμμανουηλ(http://users.isc.tuc.gr/~EGrillakis)
Gryllakis Emmanouil(http://users.isc.tuc.gr/~EGrillakis)
Τσανης Γιαννης(http://users.isc.tuc.gr/~gtsanis)
Tsanis Giannis(http://users.isc.tuc.gr/~gtsanis)
Παπαδημητριου Λαμπρινη(http://users.isc.tuc.gr/~lpapadimitriou)
Papadimitriou Labrini(http://users.isc.tuc.gr/~lpapadimitriou)
author_facet Κουτρουλης Αριστειδης(http://users.isc.tuc.gr/~akoutroulis)
Koutroulis Aristeidis(http://users.isc.tuc.gr/~akoutroulis)
Γρυλλακης Εμμανουηλ(http://users.isc.tuc.gr/~EGrillakis)
Gryllakis Emmanouil(http://users.isc.tuc.gr/~EGrillakis)
Τσανης Γιαννης(http://users.isc.tuc.gr/~gtsanis)
Tsanis Giannis(http://users.isc.tuc.gr/~gtsanis)
Παπαδημητριου Λαμπρινη(http://users.isc.tuc.gr/~lpapadimitriou)
Papadimitriou Labrini(http://users.isc.tuc.gr/~lpapadimitriou)
author_sort Κουτρουλης Αριστειδης(http://users.isc.tuc.gr/~akoutroulis)
title Evaluation of precipitation and temperature simulation performance of the CMIP3 and CMIP5 historical experiments
title_short Evaluation of precipitation and temperature simulation performance of the CMIP3 and CMIP5 historical experiments
title_full Evaluation of precipitation and temperature simulation performance of the CMIP3 and CMIP5 historical experiments
title_fullStr Evaluation of precipitation and temperature simulation performance of the CMIP3 and CMIP5 historical experiments
title_full_unstemmed Evaluation of precipitation and temperature simulation performance of the CMIP3 and CMIP5 historical experiments
title_sort evaluation of precipitation and temperature simulation performance of the cmip3 and cmip5 historical experiments
publisher SpringerOpen
publishDate 2018
url http://purl.tuc.gr/dl/dias/F972F781-3BE6-49DC-8C0A-E1C50762E14B
https://link.springer.com/article/10.1007%2Fs00382-015-2938-x 10.1007/s00382-015-2938-x
genre Antarc*
Antarctica
genre_facet Antarc*
Antarctica
op_relation info:eu-repo/grantAgreement/EC/FP7/246686
http://purl.tuc.gr/dl/dias/F972F781-3BE6-49DC-8C0A-E1C50762E14B
https://link.springer.com/article/10.1007%2Fs00382-015-2938-x 10.1007/s00382-015-2938-x
op_rights info:eu-repo/semantics/openAccess
Όροι χρήσης: Μη διαθέσιμο
License: http://creativecommons.org/licenses/by/4.0/
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