원격상관을 이용한 북동아시아 여름철 강수량 예측
A Prediction of Northeast Asian Summer Precipitation Using Teleconnection
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참고문헌
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초록
Even though state-of-the-art general circulation models is improved step by step,the seasonal predictability of the East Asian summer monsoon still remains poor. In contrast,the seasonal predictability of western North Pacific and Indian monsoon region using dynamicmodels is relatively high. This study builds canonical correlation analysis model for seasonalprediction using wind fields over western North Pacific and Indian Ocean from the Global SeasonalForecasting System version 5 (GloSea5), and then assesses the predictability of so-calledhybrid model. In addition, we suggest improvement method for forecast skill by introducingthe lagged ensemble technique.
Abstract
Even though state-of-the-art general circulation models is improved step by step,the seasonal predictability of the East Asian summer monsoon still remains poor. In contrast,the seasonal predictability of western North Pacific and Indian monsoon region using dynamicmodels is relatively high. This study builds canonical correlation analysis model for seasonalprediction using wind fields over western North Pacific and Indian Ocean from the Global SeasonalForecasting System version 5 (GloSea5), and then assesses the predictability of so-called hybrid model. In addition, we suggest improvement method for forecast skill by introducing the lagged ensemble technique.
참고문헌 (16)
- Barnett, T. P., "Origins and levels of monthly and seasonal forecast skill for United States surface air temperatures determined by canonical correlation analysis", Mon. Wea. Rev, 115, pp.1825~1850 (1987)
- Bretherton C. S., "An intercomparison of methods for finding coupled patterns in climate data", J. Climate, 5, pp.541~560 (1992)
- Chen, M., "Lagged ensembles, forecast configuration, and seasonal predictions", Mon. Wea. Rev, 141, pp.3477~3497 (2013)
- Ding, Q., "Circumglobal teleconnection in the Northern Hemisphere summer", J. Climate, 18, pp.3483~3505 (2005)
- Kalnay, E., "The NCEP", NCAR 40-year reanalysis project, 1996, pp.77, 437~471
- 권민호, "북서태평양 아열대고기압 지수를 이용한 북동아시아 여름철 강수의 진단", 한국지구과학회지, 34(1), pp.102~106 (2013), 한국지구과학회[DOI]
- 권민호, "NCEP 계절예측시스템과 정준상관분석을 이용한 북동아시아 여름철 강수의 예측", 한국지구과학회지, 35(1), pp.88~94 (2014), 한국지구과학회
- Landman, W. A., "Operational longlead prediction of South African rainfall using canonical correlation analysis", Int. J. Climatol, 19, pp.1079~1090 (1999)
- Lau, K. M., "Asian summer monsoon anomalies induced by aerosol direct forcing : the role of the Tibetan Plateau", Clim. Dynam, 26, pp.855~864 (2006)
- MacLachlan, C., "Global Seasonal forecast system version 5 (GloSea5): a high-resolution seasonal forecast system" (2014), Quart. J. Roy. Meteor.Soc., (in press)
- Michaelson, J., "Cross-validation in statistical climate forecast models", J. Climate Appl. Meteor, 26, pp.1589~1600 (1987)
- Saha, S., "The NCEP climate forecast system version 2", J. Climate, 27, pp.2185~2208 (2013)
- Wang, B., "Interannual variability of the Asian summer monsoon : Contrasts between the Indian and the western North Pacific-East Asian monsoons", J. Climate, 14, pp.4073~4090 (2001)
- Wang, B., "Subtropical high predictability establishes a promising way for monsoon and tropical storm predictions", Proceedings of the National Academy of Sciences of the United States of America, 110, pp.2718~2722 (2012)
- Wang, B., "How to measure the strength of the East Asian summer monsoon", J. Climate, 21, pp.4449~4463 (2008)
- Xie, P., "Global precipitation : A 17-year monthly analysis based on gauge observations, satellite estimates, and numerical model outputs", Bull. Amer. Meteor. Soc, 78, pp.2539~2558 (1997)
