Skip to main content
Log in

Prediction of dominant daily modes of the Indian summer monsoon in the NCEP GFS model

  • Original Paper
  • Published:
Meteorology and Atmospheric Physics Aims and scope Submit manuscript

Abstract

The prediction capability of dominant daily monsoon modes of Indian summer monsoon in the forecast of the Global Forecast System Version 2 (GFSv2) model is scrutinized. The dominant monsoon modes are procured by performing the multichannel singular spectrum analysis (MSSA) on daily precipitation anomalies of the Indian summer monsoon region (60–100°E, Eq.-35°N) during 2001–2014. The observation has one seasonally persistent mode and two intraseasonal oscillations with periods around 42 and 26 days, and the model has correctly simulated these modes. The spatial structure of the phase composites of the precipitation anomalies of the intraseasonal modes of the model is almost similar to the observed spatial pattern with slightly less magnitude of the precipitation anomalies over Western India and the core monsoon zone. The spatial structure of the 26-day mode is similar to the spatial structure of the 42-day mode with less magnitude of the precipitation anomalies all over the study domain. The lead forecast of the model demonstrates the robust predictive skill of intraseasonal modes. The variation of the active and break spells of monsoon precipitation over the Indian subcontinent is captured accurately by the contribution of both intraseasonal modes. The observed eastward and northward propagation features of the Indian summer monsoon have been accurately simulated by the model. The model has weak seasonally persistent signals over Western India, northeast India, and eastern land regions adjacent to the Western Ghats. The seasonally persistent mode shows a strong relationship with the equatorial central Pacific Ocean SSTs and a moderate correlation with the Indian and Atlantic Ocean SSTs. The seasonally persistent mode contributes largely to the seasonal precipitation anomalies over the Indian monsoon region.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13
Fig. 14
Fig. 15
Fig. 16
Fig. 17
Fig. 18

Similar content being viewed by others

References

  • Abhilash S, Sahai AK, Borah N, Chattopadhyay R, Joseph S, Sharmila S, De S, Goswami BN (2014a) Does bias correction in the forecasted SST improve the extended range prediction skill of active-break spells of Indian summer monsoon rainfall? Atmos Sci Lett 15(2):114–119

    Article  Google Scholar 

  • Abhilash S, Sahai AK, Borah N, Chattopadhyay R, Joseph S, Sharmila S, De S, Goswami BN, Kumar A (2014b) Prediction and monitoring of monsoon intraseasonal oscillations over Indian monsoon region in an ensemble prediction system using CFSv2. Clim Dyn 42(9–10):2801–2815

    Article  Google Scholar 

  • Abhilash S, Sahai AK, Borah N, Joseph S, Chattopadhyay R, Sharmila S, Rajeevan M, Mapes BE, Kumar A (2015) Improved spread-error relationship and probabilistic prediction from the CFS-based grand ensemble prediction system. J Appl Meteorol Climatol 54(7):1569–1578

    Article  Google Scholar 

  • Achuthavarier D, Krishnamurthy V (2011) Daily modes of South Asian summer monsoon variability in the NCEP climate forecast system. Clim Dyn 36(9–10):1941–1958

    Article  Google Scholar 

  • Allen MR, Robertson AW (1996) Distinguishing modulated oscillations from coloured noise in multivariate datasets. Clim Dyn 12:775–784

    Article  Google Scholar 

  • Allen MR, Smith LA (1996) Monte Carlo SSA: Detecting irregular oscillations in the presence of colored noise. J Clim 9:3373–3404

    Article  Google Scholar 

  • Bhatla R, Singh M, Pattanaik DR (2017) Impact of Madden-Julian oscillation on onset of summer monsoon over India. Theor Appl Climatol 128:381–391

    Article  Google Scholar 

  • Broomhead DS, King GP (1986) Extracting qualitative dynamics from experimental data. Physica D 20:217–236

    Article  Google Scholar 

  • Fu X, Lee JY, Hsu PC, Taniguchi H, Wang B, Wang W, Weaver S (2013) Multi-model MJO forecasting during DYNAMO/CINDY period. Clim Dyn 41(3–4):1067–1081

    Article  Google Scholar 

  • Ghil M, Allen MR, Dettinger MD, Ide K, Kondrashov D, Mann ME, Robertson AW, Saunders A, Tian Y, Varadi F, Yiou P (2002) Advanced spectral methods for climatic time series. Rev Geophys 40(1):1003. https://doi.org/10.1029/2000RG000092

    Article  Google Scholar 

  • Huffman GJ, Adler RF, Morrissey MM, Bolvin DT, Curtis S, Joyce R, McGavock B, Susskind J (2001) Global precipitation at one-degree daily resolution from multisatellite observations. J Hydrometeorol 2(1):36–50

    Article  Google Scholar 

  • Kim HM, Kang IS, Wang B, Lee JY (2008) Interannual variations of the boreal summer intraseasonal variability predicted by ten atmosphere-ocean coupled models. Clim Dyn 30(5):485–496

    Article  Google Scholar 

  • Krishnamurthy V (2018) Predictability of CFSv2 in the tropical Indo-Pacific region, at daily and subseasonal time scales. Clim Dyn 50(11–12):3931–3948

    Article  Google Scholar 

  • Krishnamurthy V, Kirtman BP (2009) Relation between Indian monsoon variability and SST. J Clim 22:4437–4458

    Article  Google Scholar 

  • Krishnamurthy V, Shukla J (2000) Intraseasonal and interannual variability of rainfall over India. J Clim 13:4366–4377

    Article  Google Scholar 

  • Krishnamurthy V, Shukla J (2007) Intraseasonal and seasonally persisting patterns of Indian monsoon rainfall. J Clim 20:3–20

    Article  Google Scholar 

  • Krishnamurthy V, Shukla J (2008) Seasonal persistence and propagation of intraseasonal patterns over the Indian monsoon region. Clim Dyn 30:353–369

    Article  Google Scholar 

  • Kumar KK, Hoerling M, Rajagopalan B (2005) Advancing dynamical prediction of Indian monsoon rainfall. Geophys Res Lett 32(8):L08704. https://doi.org/10.1029/2004GL021979

    Article  Google Scholar 

  • Lee JY, Wang B, Kang IS, Shukla J, Kumar A, Kug JS, Schemm JK, Luo JJ, Yamagata T, Fu X, Alves O (2010) How are seasonal prediction skills related to models’ performance on mean state and annual cycle? Clim Dyn 35(2–3):267–283

    Article  Google Scholar 

  • Lin JL, Weickman KM, Kiladis GN, Mapes BE, Schubert SD, Suarez MJ, Bacmeister JT, Lee MI (2008) Subseasonal variability associated with Asian summer monsoon simulated by 14 IPCC AR4 coupled GCMs. J Clim 21(18):4541–4567

    Article  Google Scholar 

  • Mohanty UC, Raju PVS, Bhatla R (2005) A study on climatological features of the Asian summer monsoon:dynamics, energetics and variability. Pure Appl Geophys 162:1511–1541

    Article  Google Scholar 

  • Moron V, Vautard R, Ghil M (1998) Trends, interdecadal and interannual oscillations in global sea-surface temperatures. Clim Dyn 14:545–569

    Article  Google Scholar 

  • Pai DS, Bhate J, Sreejith OP, Hatwar HR (2011) Impact of MJO on the intraseasonal variation of summer monsoon rainfall over India. Clim Dyn 36:41–55

    Article  Google Scholar 

  • Plaut G, Vautard R (1994) Spells of low-frequency oscillations and weather regimes in the Northern Hemisphere. J Atmos Sci 51:210–236

    Article  Google Scholar 

  • Roxy M, Tanimoto Y, Preethi B, Terray P, Krishnan R (2013) Intraseasonal SST-precipitation relationship and its spatial variability over the tropical summer monsoon region. Clim Dyn 41(1):45–61

    Article  Google Scholar 

  • Sahai A, Sharmila S, Abhilash S, Chattopadhyay R, Borah N, Krishna RPM, Joseph S, Roxy M, De S, Pattnaik S, Pillai PA (2013) Simulation and extended range prediction of monsoon intraseasonal oscillations in NCEP CFS/GFS version 2 framework. Curr Sci 104(10):1394–1408

    Google Scholar 

  • Sahai AK, Abhilash S, Chattopadhyay R, Borah N, Joseph S, Sharmila S, Rajeevan M (2015) High-resolution operational monsoon forecasts: an objective assessment. Clim Dyn 44(11–12):3129–3140

    Article  Google Scholar 

  • Shahi NK, Rai S, Pandey DK (2016) Prediction of daily modes of South Asian monsoon variability and its association with Indian and Pacific Ocean SST in the NCEP CFS v2. Meteorol Atmos Phys 128(1):131–142

    Article  Google Scholar 

  • Shahi NK, Rai S, Sahai AK, Abhilash S (2018) Intra-seasonal variability of the South Asian monsoon and its relationship with the Indo-Pacific sea-surface temperature in the NCEP CFSv2. Int J Climatol 38(S1):e28–e47

    Article  Google Scholar 

  • Shahi NK, Rai S, Sahai AK (2020) The relationship between the daily dominant monsoon modes of South Asia and SST. Theor Appl Climatol 142:59–70. https://doi.org/10.1007/s00704-020-03304-2

    Article  Google Scholar 

  • Singh M, Bhatla R (2018) Role of Madden-Julian Oscillation in modulating monsoon retreat. Pure Appl Geophys 175:2341–2350

    Article  Google Scholar 

  • Singh M, Bhatla R (2019) Modulation of active-break spell of Indian summer monsoon by Madden Julian Oscillation. J Earth Syst Sci 128:1–15

    Article  Google Scholar 

  • Singh M, Bhatla R, Pattanaik DR (2017) An apparent relationship between Madden-Julian Oscillation and the advance of Indian summer monsoon. Int J Climatol 37:1951–1960

    Article  Google Scholar 

  • Sperber KR, Annamalai H, Kang IS, Kitoh A, Moise A, Turner A, Wang B, Zhou T (2013) The Asian summer monsoon: an intercomparison of CMIP5 vs. CMIP3 simulations of the late 20th century. Clim Dyn 41(9–10):2711–2744

    Article  Google Scholar 

  • Waliser DE, Stern W, Schubert S, Lau KM (2003) Dynamic predictability of intraseasonal variability associated with the Asian summer monsoon. Q J R Meteorol Soc 129(594):2897–2925

    Article  Google Scholar 

  • Wang B, Kang IS, Lee JY (2004) Ensemble simulations of Asian-Australian monsoon variability by 11 AGCMs. J Clim 17(4):803–818

    Article  Google Scholar 

  • Wang B, Lee JY, Kang IS, Shukla J, Kug JS, Kumar A, Schemm J, Luo JJ, Yamagata T, Park CK (2008) How accurately do coupled climate models predict the leading modes of Asian-Australian monsoon interannual variability? Clim Dyn 30(6):605–619

    Article  Google Scholar 

  • Webster PJ, Magana VO, Palmer TN, Shukla J, Tomas RA, Yanai MU, Yasunari T (1998) Monsoons: processes, predictability, and the prospects for prediction. J Geophys Res 103:14451–14510

    Article  Google Scholar 

  • Wentz FJ (2013) SSM/I version 7 calibration report. RSS Technical Report 011012, Remote Sensing Systems, Santa Rosa, CA, 46 pp

Download references

Acknowledgements

We thank the Ministry of Earth Sciences, Government of India for financial support under the National Monsoon Mission Project (Grant No. MM/SERP/Univ-Allahabad/2013/IND-6/002). We gratefully acknowledge the NASA GSFC for providing the GPCP precipitation and TMI SST datasets.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Namendra Kumar Shahi.

Additional information

Responsible Editor: Clemens Simmer.

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Shahi, N.K., Rai, S., Sahai, A.K. et al. Prediction of dominant daily modes of the Indian summer monsoon in the NCEP GFS model. Meteorol Atmos Phys 133, 1009–1027 (2021). https://doi.org/10.1007/s00703-021-00793-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00703-021-00793-2

Navigation