Examining reliability of seasonal to decadal sea surface temperature forecasts: The role of ensemble dispersion

被引:38
|
作者
Ho, Chun Kit [1 ]
Hawkins, Ed [1 ]
Shaffrey, Len [1 ]
Broecker, Jochen [2 ]
Hermanson, Leon [3 ]
Murphy, James M. [3 ]
Smith, Doug M. [3 ]
Eade, Rosie [3 ]
机构
[1] Univ Reading, Dept Meteorol, NCAS Climate, Reading RG6 6BB, Berks, England
[2] Univ Reading, Dept Math & Stat, Reading RG6 6BB, Berks, England
[3] Met Off Hadley Ctr, Exeter, Devon, England
关键词
reliability; seasonal; decadal prediction; ensemble; dispersion; COUPLED MODEL; PREDICTIONS; SKILL; ICE;
D O I
10.1002/2013GL057630
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Useful probabilistic climate forecasts on decadal timescales should be reliable (i.e., forecast probabilities match the observed relative frequencies) but this is seldom examined. This paper assesses a necessary condition for reliability, which the ratio of ensemble spread to forecast error being close to one, for seasonal to decadal sea surface temperature retrospective forecasts from the Met Office Decadal Prediction System. Factors which may affect reliability are diagnosed by comparing this spread-error ratio for an initial condition ensemble and two perturbed physics ensembles for initialized and uninitialized predictions. At lead times less than 2 years, the initialized ensembles tend to be underdispersed and produce overconfident and hence unreliable forecasts. For longer lead times, all three ensembles are predominantly overdispersed. Such overdispersion is primarily related to excessive interannual variability in the climate model. These findings highlight the need to carefully evaluate simulated variability in seasonal and decadal prediction systems.
引用
收藏
页码:5770 / 5775
页数:6
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