Toward Identifying Subseasonal Forecasts of Opportunity Using North American Weather Regimes

被引:31
作者
Robertson, Andrew W. [1 ]
Vigaud, Nicolas [1 ]
Yuan, Jing [1 ]
Tippett, Michael K. [2 ]
机构
[1] Columbia Univ, Int Res Inst Climate & Soc, Palisades, NY 10964 USA
[2] Columbia Univ, Dept Appl Math & Appl Phys, New York, NY USA
关键词
Climate prediction; Ensembles; Forecast verification; skill; Forecasting techniques; Hindcasts; Numerical weather prediction; forecasting; HEIGHT FIELD; PREDICTABILITY; CLIMATE; PRECIPITATION; PREDICTION; CALIFORNIA; ANOMALIES; RAINFALL; WINTER; WAVES;
D O I
10.1175/MWR-D-19-0285.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Large-scale atmospheric circulation regime structures are used to diagnose subseasonal forecasts of wintertime geopotential height fields over the North American sector, from the NCEP CFSv2 model. Four large-scale daily circulation regimes derived from reanalysis 500-hPa geopotential height data using K-means clustering are used as a low-dimensional basis for diagnosing the model's forecasts up to 45 days ahead. On average, hindcast skill in regime space is found to be limited to 10-15 days ahead, in terms of anomaly correlation of 5-day averages of regime counts, over the 1999-2010 period. However, skill up to 30 days ahead is identified in individual winters, and intraseasonal episodes of high skill are identified using a forecast-evolution graphical tool. A striking vacillation between the West Coast and Pacific ridge patterns during December-January 2008/09 is shown to be predicted 20-25 days in advance, illustrating the possibility to identify "forecasts of opportunity" when subseasonal forecast skill is much higher than the average. The forecast-evolution tool also provides insight into the poor seasonal forecasts of California precipitation by operational centers during the 2015/16 El Nino winter. The Pacific trough regime is shown to be greatly overpredicted beyond 1-2 weeks in advance during the 2015/16 winter, with weather-scale features dominating the forecast evolution at shorter lead times. A similar though less extreme situation took place during the weaker El Nino of 2009/10, with the Pacific trough overforecast at S2S lead times.
引用
收藏
页码:1861 / 1875
页数:15
相关论文
共 43 条
[1]   Short-Term Climate Extremes: Prediction Skill and Predictability [J].
Becker, Emily J. ;
Van Den Dool, Huug ;
Pena, Malaquias .
JOURNAL OF CLIMATE, 2013, 26 (02) :512-531
[2]  
BLACKMON ML, 1984, J ATMOS SCI, V41, P961, DOI 10.1175/1520-0469(1984)041<0961:HSOMHF>2.0.CO
[3]  
2
[4]   Visualizing Long-Range Severe Thunderstorm Environment Guidance from CFSv2 [J].
Carbin, Gregory W. ;
Tippett, Michael K. ;
Lillo, Samuel P. ;
Brooks, Harold E. .
BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY, 2016, 97 (06) :1021-1031
[5]   Winter 2015/16 Atmospheric and Precipitation Anomalies over North America: El Nino Response and the Role of Noise [J].
Chen, Mingyue ;
Kumar, Arun .
MONTHLY WEATHER REVIEW, 2018, 146 (03) :909-927
[6]   Assessing objective techniques for gauge-based analyses of global daily precipitation [J].
Chen, Mingyue ;
Shi, Wei ;
Xie, Pingping ;
Silva, Viviane B. S. ;
Kousky, Vernon E. ;
Higgins, R. Wayne ;
Janowiak, John E. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2008, 113 (D4)
[7]  
CHENG XH, 1993, J ATMOS SCI, V50, P2674, DOI 10.1175/1520-0469(1993)050<2674:CAOTNH>2.0.CO
[8]  
2
[9]   The 2009-2010 Arctic stratospheric winter - general evolution, mountain waves and predictability of an operational weather forecast model [J].
Doernbrack, A. ;
Pitts, M. C. ;
Poole, L. R. ;
Orsolini, Y. J. ;
Nishii, K. ;
Nakamura, H. .
ATMOSPHERIC CHEMISTRY AND PHYSICS, 2012, 12 (08) :3659-3675
[10]   The Role of the Stratosphere in Subseasonal to Seasonal Prediction: 2. Predictability Arising From Stratosphere-Troposphere Coupling [J].
Domeisen, Daniela I. V. ;
Butler, Amy H. ;
Charlton-Perez, Andrew J. ;
Ayarzaguena, Blanca ;
Baldwin, Mark P. ;
Dunn-Sigouin, Etienne ;
Furtado, Jason C. ;
Garfinkel, Chaim I. ;
Hitchcock, Peter ;
Karpechko, Alexey Yu. ;
Kim, Hera ;
Knight, Jeff ;
Lang, Andrea L. ;
Lim, Eun-Pa ;
Marshall, Andrew ;
Roff, Greg ;
Schwartz, Chen ;
Simpson, Isla R. ;
Son, Seok-Woo ;
Taguchi, Masakazu .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2020, 125 (02)