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Empirical prediction of Indian summer monsoon rainfall with different lead periods based on global SST anomalies

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Summary

The main objective of this study was to develop empirical models with different seasonal lead time periods for the long range prediction of seasonal (June to September) Indian summer monsoon rainfall (ISMR). For this purpose, 13 predictors having significant and stable relationships with ISMR were derived by the correlation analysis of global grid point seasonal Sea-Surface Temperature (SST) anomalies and the tendency in the SST anomalies. The time lags of the seasonal SST anomalies were varied from 1 season to 4 years behind the reference monsoon season. The basic SST data set used was the monthly NOAA Extended Reconstructed Global SST (ERSST) data at 2° × 2° spatial grid for the period 1951–2003. The time lags of the 13 predictors derived from various areas of all three tropical ocean basins (Indian, Pacific and Atlantic Oceans) varied from 1 season to 3 years. Based on these inter-correlated predictors, 3 predictor sub sets A, B and C were formed with prediction lead time periods of 0, 1 and 2 seasons, respectively, from the beginning of the monsoon season. The selected principal components (PCs) of these predictor sets were used as the input parameters for the models A, B and C, respectively. The model development period was 1955–1984. The correct model size was derived using all-possible regressions procedure and Mallow’s “Cp” statistics.

Various model statistics computed for the independent period (1985–2003) showed that model B had the best prediction skill among the three models. The root mean square error (RMSE) of model B during the independent test period (6.03% of Long Period Average (LPA)) was much less than that during the development period (7.49% of LPA). The performance of model B was reasonably good during both ENSO and non-ENSO years particularly when the magnitudes of actual ISMR were large. In general, the predicted ISMR during years following the El Niño (La Niña) years were above (below) LPA as were the actual ISMR. By including an NAO related predictor (WEPR) derived from the surface pressure anomalies over West Europe as an additional input parameter into model B, the skill of the predictions were found to be substantially improved (RMSE of 4.86% of LPA).

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References

  • JK Angell (1981) ArticleTitleComparison of variations in atmospheric quantities with SST variations in equatorial eastern Pacific. Mon Wea Rev 109 230–243

    Google Scholar 

  • Charney JG, Shukla J (1981) Predictability of monsoons. In: Monsoon dynamics (Lighthill J, ed). Cambridge University Press, pp 99–110

  • T Delsole J Shukla (2002) ArticleTitleLinear prediction of the Indian monsoon rainfall. J Climate 15 3645–3658 Occurrence Handle10.1175/1520-0442(2002)015<3645:LPOIMR>2.0.CO;2

    Article  Google Scholar 

  • H Flohn H Fleer (1975) ArticleTitleClimate teleconnections with the equatorial Pacific and the role of ocean/atmosphere coupling. Atmosphere 13 96–109

    Google Scholar 

  • S Gadgil S Sajani (1998) ArticleTitleMonsoon precipitation in the AMIP runs. Clim Dyn 14 659–689 Occurrence Handle10.1007/s003820050248

    Article  Google Scholar 

  • L Goddard J Mason SE Zebiak CF Ropelewski R Basher MA Cane (2001) ArticleTitleCurrent approaches to seasonal and interannual climate predictions. Int J Climatol 21 1111–1152 Occurrence Handle10.1002/joc.636

    Article  Google Scholar 

  • V Gowariker V Thapliyal RP Sarker GS Mandal DR Sikka (1989) ArticleTitleParametric and power regression models: new approach to long range forecasting of monsoon rainfall in India. Mausam 40 115–122

    Google Scholar 

  • V Gowariker V Thapliyal SM Kulshrestha GS Mandal N Sen Roy DR Sikka (1991) ArticleTitleA power regression model for long range forecast of southwest monsoon rainfall over India. Mausam 42 125–130

    Google Scholar 

  • S Hastenrath (1995) ArticleTitleRecent advances in tropical climate prediction. J Climate 8 1519–1532 Occurrence Handle10.1175/1520-0442(1995)008<1519:RAITCP>2.0.CO;2

    Article  Google Scholar 

  • PD Jones T Jonsson D Wheeler (1997) ArticleTitleExtension to the North Atlantic Oscillation using early instrumental pressure observations from Gibraltar and Southwest Iceland. Int J Climatol 17 1433–1450

    Google Scholar 

  • PV Joseph PV Pillai (1984) ArticleTitleAir sea interaction on a seasonal scale over north Indian Ocean, part I: Interannual variation of sea-surface temperature and Indian monsoon rainfall. Mausam 35 323–330

    Google Scholar 

  • E Kalnay InstitutionalAuthorNameco-authors (1996) ArticleTitleThe NCEP/NCAR Reanalysis Project. Bull Amer Meteor Soc 77 437–471

    Google Scholar 

  • IS Kang InstitutionalAuthorNameco-authors (2002) ArticleTitleInter comparison of the climatological variations of Asian summer monsoon precipitation simulated by 10 GCMs. Clim Dyn 19 383–395

    Google Scholar 

  • K Krishna Kumar MK Soman K Rupa Kumar (1995) ArticleTitleSeasonal forecasting of Indian summer monsoon rainfall. Weather 50 449–467

    Google Scholar 

  • TN Krishnamurti HS Bedi M Subramaniam (1989) ArticleTitleThe summer monsoon of 1987. J Climate 2 321–340 Occurrence Handle10.1175/1520-0442(1989)002<0321:TSMO>2.0.CO;2

    Article  Google Scholar 

  • M Latif A Sterl M Assenbaum MM Junge E Maier-Reimer (1994) ArticleTitleClimate variability in a coupled GCM – part II: the Indian Ocean and monsoon. J Climate 7 1449–1462 Occurrence Handle10.1175/1520-0442(1994)007<1449:CVIACG>2.0.CO;2

    Article  Google Scholar 

  • HP Navone HA Ceccato (1995) ArticleTitlePredicting Indian monsoon rainfall: a neural network approach. Clim Dyn 10 305–312

    Google Scholar 

  • N Nicholls (1995) ArticleTitleAll India summer monsoon rainfall and sea surface temperatures around northern Australia and Indonesia. J Climate 8 1463–1467 Occurrence Handle10.1175/1520-0442(1995)008<1463:AISMRA>2.0.CO;2

    Article  Google Scholar 

  • T Ose Y Song A Kitoh (1997) ArticleTitleSea surface temperature in the South China sea and index for the Asian monsoon and ENSO system. J Meteorol Soc Japan 75 1091–1107

    Google Scholar 

  • DS Pai (2003) ArticleTitleTeleconnections of Indian summer monsoon with global surface air temperature anomalies. Mausam 54 407–418

    Google Scholar 

  • DS Pai (2004) ArticleTitleA possible mechanism for the weakening of the El Niño-monsoon relationship during recent decade. Meteorol Atmos Phys 86 143–157 Occurrence Handle10.1007/s00703-003-0608-8

    Article  Google Scholar 

  • M Rajeevan (2002) ArticleTitleWinter surface pressure anomalies over Eurasia and Indian summer monsoon. Geophys Res Lett 29 941–944 Occurrence Handle10.1029/2001GL014363

    Article  Google Scholar 

  • M Rajeevan P Guhathakurta V Thapliyal (2000) ArticleTitleNew models for long range forecasting of monsoon rainfall over northwest and peninsular India. Meteorol Atmos Phys 73 211–225 Occurrence Handle10.1007/s007030050074

    Article  Google Scholar 

  • M Rajeevan DS Pai V Thapliyal (2002) ArticleTitlePredictive relationships between Indian Ocean sea-surface temperatures and Indian summer monsoon rainfall. Mausam 53 337–348

    Google Scholar 

  • M Rajeevan DS Pai SK Dikshit RR Kelkar (2004) ArticleTitleIMD’s new operational models for long range forecast of south-west monsoon rainfall over India and their verification for 2003. Curr Sci 86 422–431

    Google Scholar 

  • CR Rao (1964) ArticleTitleThe use and interpretation of principal component analysis in applied research. Sankhya (Indian J Statistics) A26 329–358

    Google Scholar 

  • G Rao Kusuma BN Goswami (1988) ArticleTitleInterannual variation of sea surface temperature over the Arabian Sea and the Indian monsoon. A new perspective. Mon Wea Rev 116 558–568

    Google Scholar 

  • EM Rasmusson TH Carpenter (1983) ArticleTitleThe relationship between eastern equatorial Pacific sea-surface temperature and rainfall over India and Sri Lanka. Mon Wea Rev 111 517–528

    Google Scholar 

  • AK Sahai AM Grimm V Satyan GB Pant (2002) ArticleTitleProspects of prediction of Indian summer monsoon rainfall using global SST anomalies. IITM Res Rep India RR-093 1–44

    Google Scholar 

  • AK Sahai AM Grimm V Satyan GB Pant (2003) ArticleTitleLong-lead prediction of Indian summer monsoon rainfall from global SST evolution. Clim Dyn 20 855–863

    Google Scholar 

  • DR Sikka (1980) ArticleTitleSome aspects of the large scale fluctuations of summer monsoon rainfall over India in relation to fluctuations in the planetary and regional scale circulation parameters. Proc Ind Acad Sci (Earth and Planetary Sci) 89 179–195

    Google Scholar 

  • OP Singh DS Pai (1996) ArticleTitleAn oceanic model for the prediction of SW monsoon rainfall over India. Mausam 47 91–98

    Google Scholar 

  • TM Smith RW Reynolds (2003) ArticleTitleExtended reconstruction of global sea surface temperatures based on COADS data (1854–1997). J Climate 16 1495–1510 Occurrence Handle10.1175/1520-0442(2003)16<1228:ABTSAT>2.0.CO;2

    Article  Google Scholar 

  • MK Soman JM Slingo (1997) ArticleTitleSensitivity of the Asian summer monsoon to aspects of sea-surface temperature anomalies in the tropical Pacific Ocean. Q J R Meteorol Soc 123 309–336 Occurrence Handle10.1256/smsqj.53803

    Article  Google Scholar 

  • V Thapliyal (1982) ArticleTitleStochastic dynamic model for long range forecasting of summer monsoon rainfall in peninsular India. Mausam 33 399–404

    Google Scholar 

  • GT Walker (1914) ArticleTitleA further study of relationships with Indian monsoon rainfall, II. Mem India Meteorol Dept 23 123–129

    Google Scholar 

  • GT Walker (1923) ArticleTitleCorrelation in seasonal variations of weather, VIII, A preliminary study of world weather. Mem India Meteorol Dept 24 75–131

    Google Scholar 

  • SD Woodruff HF Diaz JD Elms SJ Worley (1998) ArticleTitleCOADS release 2 data and metadata enhancements for improvements of marine surface flux fields. Phys Chem Earth 23 517–527 Occurrence Handle10.1016/S0079-1946(98)00064-0

    Article  Google Scholar 

  • T Yasunari (1990) ArticleTitleImpact of Indian monsoon on the coupled atmosphere/ocean system in the tropical Pacific. Meteorol Atmos Phys 44 29–41 Occurrence Handle10.1007/BF01026809

    Article  Google Scholar 

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  1. India Meteorological Department, Pune, India

    D. S. Pai & M. Rajeevan

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  1. D. S. Pai
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  2. M. Rajeevan
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Pai, D., Rajeevan, M. Empirical prediction of Indian summer monsoon rainfall with different lead periods based on global SST anomalies. Meteorol. Atmos. Phys. 92, 33–43 (2006). https://doi.org/10.1007/s00703-005-0136-9

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  • DOI: https://doi.org/10.1007/s00703-005-0136-9

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