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EXPERIMENTS WITH SHORT-TERM CLIMATE PREDICTION MODELS ON SSTA OVER THE NINO OCEANIC REGION

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  • Predictions of averaged SST monthly anomalous series for Nino 1-4 regions in the context of auto-adaptive filter are made using a model combining the singular spectrum analysis (SSA) and auto-regression (AR). The results have shown that the scheme is efticient in forward forecaning of the strong ENSO event in 1997-1998, it is of high reliability in retrospective forecasting of three corresponding historical strong ENSO events. It is seen that the scheme has stable skill and large accuracy for experiments of both independent samples and real cases.With modifications, the SSA-AR scheme is expected to become an efficient model in routine predictions of ENSO.
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    [2] Ding Yuguo, Jiang Zhihong, Zhu Yanfeng, 1999. Singular cross-spectrum analysis and its applications in climatic diagnosis, Sci. Atmos. Sin., 23: (in press, in Chinese)
    [3] Ding Yuguo, Jiang Zhihong, 1998. A preliminary study of generality on SSA, Acta. Meteor. Sin., 56: 736-745 (in Chinese)
    [4] Ghil M, Mo K C, 1991.Intraseasonal oscillations in the global atmosphere, J Atmos., Sci., 48: 752-779.
    [5] Jiang Zhihong, Ding Yuguo, 1998. Experiments with seasonal forecast of SST over ENSO regions based on BP-CCA. Paper collections on climatic research(5). Beijing: China Meteorological Press.
    [6] Plaut G, Vautard R, 1994. Spells of low-frequency oscillations and weather regimes in the Northern Hemisphere, J Atmos., Sci., 51: 210-235.
    [7] Prestley M B, 1981. Spectral analysis and time series, London, Academic Press, 222-226.
    [8] Vautard R, Mo K-C, Ghil M, 1990. Statistical significance test for transition matrices of atmospheric Markov chains. J Atmos., Sci., 47: 1296-1931.
    [9] Vautard R, Yiou P, Ghil M, 1992. SSA: A toolkit for short, nosy chaotic signals, Physica D, 58: 95-126

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Ding Yuguo, Jiang Zhihong, Zhu Yanfeng. EXPERIMENTS WITH SHORT-TERM CLIMATE PREDICTION MODELS ON SSTA OVER THE NINO OCEANIC REGION [J]. Journal of Tropical Meteorology, 1999, 5(1): 1-8.
Ding Yuguo, Jiang Zhihong, Zhu Yanfeng. EXPERIMENTS WITH SHORT-TERM CLIMATE PREDICTION MODELS ON SSTA OVER THE NINO OCEANIC REGION [J]. Journal of Tropical Meteorology, 1999, 5(1): 1-8.
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Manuscript History

Manuscript received: 08 September 1997
Manuscript revised: 10 June 1998
通讯作者: 陈斌, bchen63@163.com
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EXPERIMENTS WITH SHORT-TERM CLIMATE PREDICTION MODELS ON SSTA OVER THE NINO OCEANIC REGION

Abstract: Predictions of averaged SST monthly anomalous series for Nino 1-4 regions in the context of auto-adaptive filter are made using a model combining the singular spectrum analysis (SSA) and auto-regression (AR). The results have shown that the scheme is efticient in forward forecaning of the strong ENSO event in 1997-1998, it is of high reliability in retrospective forecasting of three corresponding historical strong ENSO events. It is seen that the scheme has stable skill and large accuracy for experiments of both independent samples and real cases.With modifications, the SSA-AR scheme is expected to become an efficient model in routine predictions of ENSO.

Ding Yuguo, Jiang Zhihong, Zhu Yanfeng. EXPERIMENTS WITH SHORT-TERM CLIMATE PREDICTION MODELS ON SSTA OVER THE NINO OCEANIC REGION [J]. Journal of Tropical Meteorology, 1999, 5(1): 1-8.
Citation: Ding Yuguo, Jiang Zhihong, Zhu Yanfeng. EXPERIMENTS WITH SHORT-TERM CLIMATE PREDICTION MODELS ON SSTA OVER THE NINO OCEANIC REGION [J]. Journal of Tropical Meteorology, 1999, 5(1): 1-8.
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