Calibrating Climate Change Time-Slice Projections with Estimates of Seasonal Forecast Reliability

In earlier work, it was proposed that the reliability of climate change projections, particularly of regional rainfall, could be improved if such projections were calibrated using quantitative measures of reliability obtained by running the same model in seasonal forecast mode. This proposal is test...

Full description

Bibliographic Details
Main Authors: 松枝, 未遠, Matsueda, M., Weisheimer, A., Palmer, T. N.
Language:English
Published: American Meteorological Society 2016
Subjects:
Online Access:https://tsukuba.repo.nii.ac.jp/record/38439/files/JC_29-10.pdf
id fttsukubauniv:oai:tsukuba.repo.nii.ac.jp:00038439
record_format openpolar
spelling fttsukubauniv:oai:tsukuba.repo.nii.ac.jp:00038439 2023-12-31T10:22:56+01:00 Calibrating Climate Change Time-Slice Projections with Estimates of Seasonal Forecast Reliability 松枝, 未遠 Matsueda, M. Weisheimer, A. Palmer, T. N. 2016-05 application/pdf https://tsukuba.repo.nii.ac.jp/record/38439/files/JC_29-10.pdf eng eng American Meteorological Society 10.1175/JCLI-D-15-0087.1 Journal of climate 10 29 3831 3840 0894-8755 AA10683936 https://tsukuba.repo.nii.ac.jp/record/38439/files/JC_29-10.pdf © Copyright 2016 American Meteorological Society (AMS). Permission to use figures, tables, and brief excerpts from this work in scientific and educational works is hereby granted provided that the source is acknowledged. Any use of material in this work that is determined to be “fair use” under Section 107 of the U.S. Copyright Act September 2010 Page 2 or that satisfies the conditions specified in Section 108 of the U.S. Copyright Act (17 USC §108, as revised by P.L. 94-553) does not require the AMS’s permission. Republication, systematic reproduction, posting in electronic form, such as on a web site or in a searchable database, or other uses of this material, except as exempted by the above statement, requires written permission or a license from the AMS. Additional details are provided in the AMS Copyright Policy, available on the AMS Web site located at (https://www.ametsoc.org/) or from the AMS at 617-227-2425 or copyrights@ametsoc.org. 2016 fttsukubauniv 2023-12-06T19:14:50Z In earlier work, it was proposed that the reliability of climate change projections, particularly of regional rainfall, could be improved if such projections were calibrated using quantitative measures of reliability obtained by running the same model in seasonal forecast mode. This proposal is tested for fast atmospheric processes (such as clouds and convection) by considering output from versions of the same atmospheric general circulation model run at two different resolutions and forced with prescribed sea surface temperatures and sea ice. Here output from the high-resolution version of the model is treated as a proxy for truth. The reason for using this approach is simply that the twenty-first-century climate change signal is not yet known and, hence, no climate change projections can be verified using observations. Quantitative assessments of reliability of the low-resolution model, run in seasonal hindcast mode, are used to calibrate climate change time-slice projections made with the same low-resolution model. Results show that the calibrated climate change probabilities are closer to the proxy truth than the uncalibrated probabilities. Given that seasonal forecasts are performed operationally already at several centers around the world, in a seamless forecast system they provide a resource that can be used without cost to help calibrate climate change projections and make them more reliable for users. journal article Other/Unknown Material Sea ice University of Tsukuba Repository (Tulips-R)
institution Open Polar
collection University of Tsukuba Repository (Tulips-R)
op_collection_id fttsukubauniv
language English
description In earlier work, it was proposed that the reliability of climate change projections, particularly of regional rainfall, could be improved if such projections were calibrated using quantitative measures of reliability obtained by running the same model in seasonal forecast mode. This proposal is tested for fast atmospheric processes (such as clouds and convection) by considering output from versions of the same atmospheric general circulation model run at two different resolutions and forced with prescribed sea surface temperatures and sea ice. Here output from the high-resolution version of the model is treated as a proxy for truth. The reason for using this approach is simply that the twenty-first-century climate change signal is not yet known and, hence, no climate change projections can be verified using observations. Quantitative assessments of reliability of the low-resolution model, run in seasonal hindcast mode, are used to calibrate climate change time-slice projections made with the same low-resolution model. Results show that the calibrated climate change probabilities are closer to the proxy truth than the uncalibrated probabilities. Given that seasonal forecasts are performed operationally already at several centers around the world, in a seamless forecast system they provide a resource that can be used without cost to help calibrate climate change projections and make them more reliable for users. journal article
author 松枝, 未遠
Matsueda, M.
Weisheimer, A.
Palmer, T. N.
spellingShingle 松枝, 未遠
Matsueda, M.
Weisheimer, A.
Palmer, T. N.
Calibrating Climate Change Time-Slice Projections with Estimates of Seasonal Forecast Reliability
author_facet 松枝, 未遠
Matsueda, M.
Weisheimer, A.
Palmer, T. N.
author_sort 松枝, 未遠
title Calibrating Climate Change Time-Slice Projections with Estimates of Seasonal Forecast Reliability
title_short Calibrating Climate Change Time-Slice Projections with Estimates of Seasonal Forecast Reliability
title_full Calibrating Climate Change Time-Slice Projections with Estimates of Seasonal Forecast Reliability
title_fullStr Calibrating Climate Change Time-Slice Projections with Estimates of Seasonal Forecast Reliability
title_full_unstemmed Calibrating Climate Change Time-Slice Projections with Estimates of Seasonal Forecast Reliability
title_sort calibrating climate change time-slice projections with estimates of seasonal forecast reliability
publisher American Meteorological Society
publishDate 2016
url https://tsukuba.repo.nii.ac.jp/record/38439/files/JC_29-10.pdf
genre Sea ice
genre_facet Sea ice
op_relation 10.1175/JCLI-D-15-0087.1
Journal of climate
10
29
3831
3840
0894-8755
AA10683936
https://tsukuba.repo.nii.ac.jp/record/38439/files/JC_29-10.pdf
op_rights © Copyright 2016 American Meteorological Society (AMS). Permission to use figures, tables, and brief excerpts from this work in scientific and educational works is hereby granted provided that the source is acknowledged. Any use of material in this work that is determined to be “fair use” under Section 107 of the U.S. Copyright Act September 2010 Page 2 or that satisfies the conditions specified in Section 108 of the U.S. Copyright Act (17 USC §108, as revised by P.L. 94-553) does not require the AMS’s permission. Republication, systematic reproduction, posting in electronic form, such as on a web site or in a searchable database, or other uses of this material, except as exempted by the above statement, requires written permission or a license from the AMS. Additional details are provided in the AMS Copyright Policy, available on the AMS Web site located at (https://www.ametsoc.org/) or from the AMS at 617-227-2425 or copyrights@ametsoc.org.
_version_ 1786834268817719296