GSTDTAP  > 气候变化
DOI10.1007/s00382-017-3581-5
Automated parameter tuning applied to sea ice in a global climate model
Roach, Lettie A.1,2; Tett, Simon F. B.2; Mineter, Michael J.2; Yamazaki, Kuniko2,3; Rae, Cameron D.2,4
2018
发表期刊CLIMATE DYNAMICS
ISSN0930-7575
EISSN1432-0894
出版年2018
卷号50页码:51-65
文章类型Article
语种英语
国家New Zealand; Scotland; England
英文摘要

This study investigates the hypothesis that a significant portion of spread in climate model projections of sea ice is due to poorly-constrained model parameters. New automated methods for optimization are applied to historical sea ice in a global coupled climate model (HadCM3) in order to calculate the combination of parameters required to reduce the difference between simulation and observations to within the range of model noise. The optimized parameters result in a simulated sea-ice time series which is more consistent with Arctic observations throughout the satellite record (1980-present), particularly in the September minimum, than the standard configuration of HadCM3. Divergence from observed Antarctic trends and mean regional sea ice distribution reflects broader structural uncertainty in the climate model. We also find that the optimized parameters do not cause adverse effects on the model climatology. This simple approach provides evidence for the contribution of parameter uncertainty to spread in sea ice extent trends and could be customized to investigate uncertainties in other climate variables.


英文关键词Optimization Sea ice Parameters Climate model
领域气候变化
收录类别SCI-E
WOS记录号WOS:000422908700004
WOS关键词COUPLED CLIMATE ; OCEAN ; UNCERTAINTY ; CIRCULATION ; PREDICTIONS ; SENSITIVITY ; SIMULATION ; ENSEMBLE ; IMPACT ; EXTENT
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/36128
专题气候变化
作者单位1.Natl Inst Water & Atmospher Res, 301 Evans Bay Parade, Wellington, New Zealand;
2.Univ Edinburgh, Sch GeoSci, Crew Bldg,Alexander Crum Brown Rd, Edinburgh EH9 3FF, Midlothian, Scotland;
3.Met Off, Fitzroy Rd, Exeter EX1 3PB, Devon, England;
4.Univ Cambridge, Dept Chem, Ctr Atmospher Sci, Lensfield Rd, Cambridge CB2 1EW, England
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GB/T 7714
Roach, Lettie A.,Tett, Simon F. B.,Mineter, Michael J.,et al. Automated parameter tuning applied to sea ice in a global climate model[J]. CLIMATE DYNAMICS,2018,50:51-65.
APA Roach, Lettie A.,Tett, Simon F. B.,Mineter, Michael J.,Yamazaki, Kuniko,&Rae, Cameron D..(2018).Automated parameter tuning applied to sea ice in a global climate model.CLIMATE DYNAMICS,50,51-65.
MLA Roach, Lettie A.,et al."Automated parameter tuning applied to sea ice in a global climate model".CLIMATE DYNAMICS 50(2018):51-65.
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