Abstract
Onset and demise of the Indian summer monsoon (ISM) and intraseasonal variability (ISV) embedded within the ISM are dominant climatological phenomena observed over the Indian region. In this study, a quantitative relationship between these two phenomena is assessed and the performance of a regional coupled model in simulating the relationship in the ISM is examined. An objective definition of the local onset and demise of the ISM is used based on more than a century-long India Meteorological Department rain-gauge observation and 10-year-long model simulated precipitation. Two distinct modes of intraseasonal oscillations (ISOs), northwestward propagating 10–20-day periodic high-frequency ISO and northward moving 20–70-day periodic low-frequency ISOs are extracted using Multichannel Singular Spectrum Analysis (MSSA). It is found that nearly 60% of the local onset of the ISM occurs during the positive developing phases of the ISO; whereas, a similar fraction of local demise occurs during positive decaying phases of the ISO across almost entire India. Essentially, the phase-locking of two ISOs creates the most conducive environment for onset or demise of the ISM to occur. In this study we found that the model not only captures the overall structure of the ISO modes, but also simulates the observed distribution of the onset and demise dates of ISM in different ISO phases. The diagnostics described here, with the ability of the model to produce the observed phenomena, provide an essential tool to improve our understanding of the monsoon system and its predictability.
Similar content being viewed by others
References
Allen M, Robertson A (1996) Distinguishing modulated oscillations from coloured noise in multivariate datasets. Clim Dyn 12(11):775–784. https://doi.org/10.1007/s003820050142
Alpert JC, Kanamitsu M, Caplan PM, Sela JG, White G, Kalnay E (1988) Mountain induced gravity wave drag parameterization in the NMC medium-range forecast model. In: Proceedings of 8th conference on numerical weather prediction, American Meteor Society, Baltimore, MD, pp 726–733
Ananthakrishnan R, Acharya U, Ramakrishnan A (1967) On the criteria for declaring the onset of the southwest monsoon over Kerala. Forecasting Manual FMU Report No IV-181, 52, pp 1620–1639
Bansod S, Singh S, Kripalani R (1991) The relationship of monsoon onset with subsequent rainfall over India. Int J Clim 11(7):809–817
Carton JA, Giese BS (2008) A reanalysis of ocean climate using simple ocean data assimilation (SODA). Mon Weather Rev 136(8):2999–3017. https://doi.org/10.1175/2007MWR1978.1
Chen T, Chen J (1993) The 10–20-day mode of the 1979 Indian monsoon: its relation with the time variation of monsoon rainfall. Mon Weather Rev 121:2465–2482. https://doi.org/10.1175/1520-0493(1993)121<2465:TDMOTI>2.0.CO;2
Chou MD, Suarez MJ (1994) An efficient thermal infrared radiation parameterization for use in general circulation models. Tech. rep., NASA Tech. Memo. NASA-TM-104606
Chou M, Lee K, Tsay S, Fu Q (1999) Parameterization for cloud longwave scattering for use in atmospheric models. J Clim 12:159–169. https://doi.org/10.1175/1520-0442-12.1.159
Dee D, Uppala S, Simmons A, Berrisford P, Poli P, Kobayashi S, Andrae U, Balmaseda M, Balsamo G, Bauer P et al (2011) The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteorol Soc 137(656):553–597. https://doi.org/10.1002/qj.828
Ek M, Mitchell K, Lin Y, Rogers E, Grunmann P, Koren V, Gayno G, Tarpley J (2003) Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model. J Geophys Res Atmos 108:D22
Gadgil S (2003) The Indian monsoon and its variability. Annu Rev Earth Planet Sci 31(1):429–467. https://doi.org/10.1146/annurev.earth.31.100901.141251
Gadgil S, Gadgil S (2006) The Indian monsoon, GDP and agriculture. Econ Polit Wkly 20:4887–4895
Ghil M, Allen M, Dettinger M, Ide K, Kondrashov D, Mann M, Robertson AW, Saunders A, Tian Y, Varadi F et al (2002) Advanced spectral methods for climatic time series. Rev Geophys 40(1):31–341. https://doi.org/10.1029/2000RG000092
Giné X, Townsend RM, Vickery J (2008) Rational expectations? Evidence from planting decisions in semi-arid India. Working paper No 166, World Bank, Washington, DC
Goswami BN, Ajaya Mohan RS (2001) Intraseasonal oscillations and interannual variability of the Indian summer monsoon. J Clim 14:1180–1198. https://doi.org/10.1175/1520-0442(2001)014<1180:IOAIVO>2.0.CO;2
Hong Y, Pan H (1996) Nonlocal boundary layer vertical diffusion in a medium-range forecast model. Mon Weather Rev 124:2322–2339. https://doi.org/10.1175/1520-0493(1996)124<2322:NBLVDI>2.0.CO;2
Huffman GJ, Bolvin DT, Nelkin EJ, Wolff DB, Adler RF, Gu G, Hong Y, Bowman KP, Stocker EF (2007) The TRMM multisatellite precipitation analysis (TMPA): Quasi-global, multiyear, combined-sensor precipitation estimates at fine scales. J Hydrometeorol 8(1):38–55. https://doi.org/10.1175/JHM560.1
Joseph PV, Eischeid JK, Pyle RJ (1994) Interannual variability of the onset of the Indian summer monsoon and its association with atmospheric features, El Nino, and sea surface temperature anomalies. J Clim 7(1):81–105
Joseph PV, Sooraj KP, Rajan CK (2006) The summer monsoon onset process over South Asia and an objective method for the date of monsoon onset over Kerala. Int J Climatol 26(13):1871–1893
Jourdain NC, Gupta AS, Taschetto AS, Ummenhofer CC, Moise AF, Ashok K (2013) The Indo-Australian monsoon and its relationship to ENSO and IOD in reanalysis data and the CMIP3/CMIP5 simulations. Clim Dyn 41(11–12):3073–3102
Juang HMH, Kanamitsu M (1994) The nmc nested regional spectral model. Mon Weather Rev 122(1):3–26
Kanamitsu M, Ebisuzaki W, Woollen J, Yang SK, Hnilo J, Fiorino M, Potter G (2002) NCEP-DOE AMIP-II Reanalysis (R-2). Bull Am Meteorol Soc 83(11):1631–1644. https://doi.org/10.1175/BAMS-83-11-1631
Kanamitsu M, Yoshimura K, Yhang YB, Hong SY (2010) Errors of interannual variability and trend in dynamical downscaling of reanalysis. J Geophys Res Atmos 115:D17
Karmakar N, Krishnamurti TN (2018) Characteristics of northward propagating intraseasonal oscillation in the Indian summer monsoon. Clim Dyn. https://doi.org/10.1007/s00382-018-4268-2
Karmakar N, Misra V (2019) The relation of intraseasonal variations with local onset and demise of the indian summer monsoon. J Geophys Res-Atmos 124(5):2483–2506
Karmakar N, Chakraborty A, Nanjundiah RS (2017a) Increased sporadic extremes decrease the intraseasonal variability in the Indian summer monsoon rainfall. Sci Rep 7:7824. https://doi.org/10.1038/s41598-017-07529-6
Karmakar N, Chakraborty A, Nanjundiah RS (2017b) Space-time evolution of the low- and high-frequency intraseasonal modes of the Indian Summer Monsoon. Mon Weather Rev 145(2):413–435. https://doi.org/10.1175/MWR-D-16-0075.1
Krishnamurthy V, Shukla J (2007) Intraseasonal and seasonally persisting patterns of Indian monsoon rainfall. J Clim 20(1):3–20. https://doi.org/10.1175/JCLI3981.1
Krishnamurti TN, Bhalme HN (1976) Oscillations of a monsoon system. Part I. Observational aspects. J Atmos Sci 33:1937–1954. https://doi.org/10.1175/1520-0469(1976)033<1937:OOAMSP>2.0.CO;2
Krishnamurti TN, Ramanathan Y (1982) Sensitivity of the monsoon onset to differential heating. J Atmos Sci 39(6):1290–1306
Krishnamurti TN, Jayakumar PK, Sheng J, Surgi N, Kumar A (1985) Divergent circulations on the 30 to 50 day time scale. J Atmos Sci 42:364–375. https://doi.org/10.1175/1520-0469(1985)042<0364:DCOTTD>2.0.CO;2
Krishnamurti TN, Simon A, Thomas A, Mishra A, Sikka D, Niyogi D, Chakraborty A, Li L (2012) Modeling of forecast sensitivity on the march of monsoon isochrones from Kerala to New Delhi: the first 25 days. J Atmos Sci 69(8):2465–2487
Large WG, McWilliams JC, Doney SC (1994) Oceanic vertical mixing: a review and a model with a nonlocal boundary layer parameterization. Rev Geophys 32(4):363–403
Lau K, Yang S (1996) Seasonal variation, abrupt transition, and intraseasonal variability associated with the Asian summer monsoon in the GLA GCM. J Clim 9(5):965–985
Lee JY, Wang B, Wheeler MC, Fu X, Waliser DE, Kang IS (2013) Real-time multivariate indices for the boreal summer intraseasonal oscillation over the Asian summer monsoon region. Clim Dyn 40(1–2):493–509
Li H, Misra V (2014) Thirty-two-year ocean-atmosphere coupled downscaling of global reanalysis over the intra-american seas. Clim Dyn 43(9):2471–2489. https://doi.org/10.1007/s00382-014-2069-9
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
Mellor GL, Yamada T (1982) Development of a turbulence closure model for geophysical fluid problems. Rev Geophys 20(4):851–875
Misra V, Bhardwaj A, Mishra A (2017a) Local onset and demise of the Indian summer monsoon. Clim Dyn. https://doi.org/10.1007/s00382-017-3924-2
Misra V, Bhardwaj A, Noska R (2017b) Understanding the variations of the length and the seasonal rainfall anomalies of the Indian Summer Monsoon. J Clim 30(5):1753–1763
Misra V, Mishra A, Bhardwaj A (2017c) High-resolution regional-coupled ocean-atmosphere simulation of the indian summer monsoon. Int J Climatol 37(S1):717–740
Misra V, Mishra A, Bhardwaj A (2018) Simulation of the intraseasonal variations of the indian summer monsoon in a regional coupled ocean-atmosphere model. J Clim 31(8):3167–3185. https://doi.org/10.1175/JCLI-D-17-0434.1
Moorthi S, Suarez MJ (1992) Relaxed arakawa-schubert. A parameterization of moist convection for general circulation models. Mon Weather Rev 120(6):978–1002. https://doi.org/10.1175/1520-0493(1992)120<0978:RASAPO>2.0.CO;2
Moron V, Robertson AW (2014) Interannual variability of Indian summer monsoon rainfall onset date at local scale. Int J Clim 34(4):1050–1061
Moron V, Robertson A, Ghil M (2012) Impact of the modulated annual cycle and intraseasonal oscillation on daily-to-interannual rainfall variability across monsoonal India. Clim Dyn 38(11–12):2409–2435. https://doi.org/10.1007/s00382-011-1253-4
Noska R, Misra V (2016) Characterizing the onset and demise of the Indian summer monsoon. Geophys Res Lett 43(9):4547–4554
Pai DS, Sridhar L, Rajeevan M, Sreejith O, Satbhai N, Mukhopadhyay B (2014) Development of a new high spatial resolution (0.25\(\times \) 0.25) long period (1901–2010) daily gridded rainfall data set over India and its comparison with existing data sets over the region. Mausam 65(1):1–18
Pegion K, Kirtman BP (2008) The impact of air–sea interactions on the simulation of tropical intraseasonal variability. J Clim 21(24):6616–6635
Plaut G, Vautard R (1994) Spells of low-frequency oscillations and weather regimes in the Northern Hemisphere. J Atmos Sci 51(2):210–236. https://doi.org/10.1175/1520-0469(1994)051
Rajeevan M, Unnikrishnan C, Bhate J, Niranjan Kumar K, Sreekala P (2012) Northeast monsoon over India: variability and prediction. Meteorol Appl 19(2):226–236
Rajendran K, Kitoh A, Mizuta R, Sajani S, Nakazawa T (2008) High-resolution simulation of mean convection and its intraseasonal variability over the tropics in the MRI/JMA 20-km mesh AGCM. J Clim 21(15):3722–3739
Sabeerali C, Ramu Dandi A, Dhakate A, Salunke K, Mahapatra S, Rao SA (2013) Simulation of boreal summer intraseasonal oscillations in the latest CMIP5 coupled GCMs. J Geophys Res-Atmos 118(10):4401–4420
Sharmila S, Pillai P, Joseph S, Roxy M, Krishna R, Chattopadhyay R, Abhilash S, Sahai A, Goswami B (2013) Role of ocean–atmosphere interaction on northward propagation of Indian summer monsoon intra-seasonal oscillations (MISO). Clim Dyn 41(5–6):1651–1669
Shchepetkin AF, McWilliams JC (2005) The regional oceanic modeling system (ROMS): a split-explicit, free-surface, topography-following-coordinate oceanic model. Ocean Model 9(4):347–404
Sikka D, Gadgil S (1980) On the maximum cloud zone and the ITCZ over Indian, longitudes during the southwest monsoon. Mon Weather Rev 108(11):1840–1853. https://doi.org/10.1175/1520-0493(1980)108<1840:OTMCZA>2.0.CO;2
Sperber KR, Annamalai H (2008) Coupled model simulations of boreal summer intraseasonal (30–50 day) variability, Part 1: Systematic errors and caution on use of metrics. Clim Dyn 31(2–3):345–372
Sperber KR, Annamalai H (2014) The use of fractional accumulated precipitation for the evaluation of the annual cycle of monsoons. Clim Dyn 43(12):3219–3244
Tiedtke M (1983) The sensitivity of the time-mean large-scale flow to cumulus convection in the ECMWF model. In: Workshop on convection in large-scale numerical models, 28 November to 1 December 1983. ECMWF, ECMWF, Shinfield Park, Reading, pp 297–316
Umlauf L, Burchard H (2003) A generic length-scale equation for geophysical turbulence models. J Mar Res 61(2):235–265
Waliser D, Jin K, Kang IS, Stern W, Schubert S, Wu M, Lau KM, Lee MI, Krishnamurthy V, Kitoh A et al (2003) AGCM simulations of intraseasonal variability associated with the Asian summer monsoon. Clim Dyn 21(5–6):423–446
Wang B, Lin H (2002) Rainy season of the Asian-Pacific Summer Monsoon. J Clim 15(4):386–398. https://doi.org/10.1175/1520-0442(2002)015<0386:RSOTAP>2.0.CO;2
Wang B, Ding Q, Joseph PV (2009a) Objective definition of the Indian summer monsoon onset. J Clim 22(12):3303–3316
Wang W, Chen M, Kumar A (2009b) Impacts of ocean surface on the northward propagation of the boreal summer intraseasonal oscillation in the NCEP climate forecast system. J Clim 22(24):6561–6576
Webster PJ, Yang S (1992) Monsoon and ENSO: selectively interactive systems. Q J R Meteorol Soc 118(507):877–926
Webster PJ, Magaña VO, Palmer TN, Shukla J, Tomas RA, Yanai M, Yasunari T (1998) Monsoons: processes, predictability, and the prospects for prediction. J Geophys Res-Oceans 103(C7):14,451–14,510. https://doi.org/10.1029/97JC02719
Yanai M, Li C, Song Z (1992) Seasonal heating of the Tibetan Plateau and its effects on the evolution of the Asian summer monsoon. J Meteor Soc Jpn Ser II 70(1B):319–351
Yasunari T (1980) A quasi-stationary appearance of 30 to 40 day period in the cloudiness fluctuations during the summer monsoon over India. J Meteor Soc Jpn 58:225–229
Zhao Q, Carr FH (1997) A prognostic cloud scheme for operational NWP models. Mon Weather Rev 125(8):1931–1953. https://doi.org/10.1175/1520-0493(1997)125<1931:APCSFO>2.0.CO;2
Zhou L, Murtugudde R (2014) Impact of northward-propagating intraseasonal variability on the onset of Indian summer monsoon. J Clim 27(1):126–139
Acknowledgements
We thank two anonymous reviewers for their constructive comments and suggestions. We would like to thank Tracy Ippolito of COAPS, FSU for the editorial assistance in editing an earlier version of this manuscript. This work was funded by NASA Grants NNX17AG72G, NNX16AD83G, NSF award number 1606296 and the Earth System Science Organization, Ministry of Earth Sciences, Government of India (MM/SERP/FSU/2014/SSC-02/002).
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Karmakar, N., Misra, V. The fidelity of a regional coupled model in capturing the relationship between intraseasonal variability and the onset/demise of the Indian summer monsoon. Clim Dyn 54, 4693–4710 (2020). https://doi.org/10.1007/s00382-020-05252-z
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00382-020-05252-z