Abstract
The significant multi-decadal mode (MDM) of the Indian summer monsoon rainfall (ISMR) during the past two millennia provides a basis for decadal predictability of the ISMR and has a strong association with the North-Atlantic (NA) variability with the Atlantic Multi-decadal Oscillation (AMO) as a potential external driver. It is also known that the annual cycles and interannual variability of ISMR and sea surface temperatures (SST) over the tropical Indian Ocean (IO) are strongly coupled. However, the role of local air–sea interactions in maintaining or modifying the ISMR MDM remains unknown. A related puzzle we identify is that the IO SST has an increasing trend during two opposite phases of the ISMR MDM, namely during an increasing phase of ISMR (1901–1957) as well as a decreasing phase of ISMR (1958–2007). Here, using a twentieth-century reanalysis (20CR), we examine the role of air-sea interactions in maintaining two opposite phases of the ISMR MDM and unravel that the Bjerknes feedback is at the heart of maintaining the ISMR MDM but cannot explain the increasing trend of SST in the tropical IO during the opposite phases. Large-scale low-level vorticity influence on SST and net heat flux changes through circulation and cloudiness changes associated with the two phases of the ISMR MDM together contribute to the SST trends. The decreasing trend of low-level wind convergence during the period between 1958 and 2007 is a determining factor for the decreasing trend of ISMR in the backdrop of an increasing trend of atmospheric moisture content. Consistent with the lead of the AMO with respect to ISMR by about a decade, the AMO drives the transition from one phase of ISMR MDM to another by changing its phase first and setting up low-level equatorial zonal winds conducive for the transition.
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(a) The monthly gridded data of sea surface temperature (SST) for the period 1901–2007 has been taken from Hadley Center, UK Met Office. The data can be obtained from: https://www.metoffice.gov.uk/hadobs/hadisst/data/download.html; (b) Daily gridded rainfall data for the period 1901–2007 has been taken from India Meteorological Department (IMD). This data can be obtained from: https://www.imdpune.gov.in/Clim_Pred_LRF_New/Grided_Data_Download.html; (c) NCEP 20th Century Reanalysis V3 data products for the period 1901–2007: Surface wind, winds at 850 hPa, net downward shortwave radiation flux, net upward longwave radiation flux, sensible heat flux, latent heat flux, specific humidity, and gridded rainfall datasets can be obtained from: https://psl.noaa.gov/data/gridded/data.20thC_ReanV3.html; (d) Simple Ocean Data Assimilation version 2 data products for the period 1901–2007: Surface current, Ocean heat content, sea surface height datasets can be obtained from: http://apdrc.soest.hawaii.edu/las/v6/dataset?catitem=4866; (e) ERA-20CM data products for the period 1901–2007: Net downward shortwave radiation flux, net upward longwave radiation flux, sensible heat flux, latent heat flux, and gridded rainfall datasets can be obtained from: https://www.ecmwf.int/en/forecasts/datasets/browse-reanalysis-datasets; (f) Net heat flux dataset for the period 1979–2018 has been taken from INCOIS and can be obtained from: https://incois.gov.in/tropflux/.
Code availability
Used MATLAB and climate data operator (CDO).
References
Amat HB, Ashok K (2018) Relevance of Indian summer monsoon and its tropical indo-pacific climate drivers for the Kharif crop production. Pure Appl Geophys 175:2307–2322. https://doi.org/10.1007/s00024-017-1758-9
Amat HB, Pradhan M, Tejavath CT (2021) Value addition to forecasting: towards Kharif rice crop predictability through local climate variations associated with Indo-Pacific climate drivers. Theor Appl Climatol 144:917–929. https://doi.org/10.1007/s00704-021-03572-6
Ashok K, Guan Z, Yamagata T (2001) Impact of the Indian Ocean Dipole on the between the Indian Monsoon Rainfall and ENSO. Geophys Res Letts 28(23):4449–4502
Ashok K, Guan Z, Saji NH, Yamagata T (2004) Individual and Combined Influences of ENSO and the Indian Ocean Dipole on the Indian summer monsoon. J Climate 17:3141–3155
Bjerknes J (1969) Atmospheric teleconnections from the equatorial Pacific. Mon Wea Rev 97:163–172
Blanford HF (1884) On the connection of the Himalaya snowfall with dry winds and seasons of drought in India. Proc R Soc Lond 37:3–22. https://doi.org/10.1098/rspl.1884.0003
Bollasina MA, Ming Y, Ramaswamy V (2011) Anthropogenic Aerosols and the weakening of the South Asian Summer Monsoon. Science 334:502–505. https://doi.org/10.1126/science.1204994
Borah PJ, Venugopal V, Sukhatme J, Muddevihal P, Goswami BN (2020) Indian monsoon derailed by a North Atlantic wavetrain. Science 370:1335–1338. https://doi.org/10.1126/science.aay6043
Burns SJ, Fleitmann D, Matter A, Kramers J, Al-Subbary AA (2003) Indian Ocean climate and an absolute chronology over Dansgaard/Oeschger events 9 to 13. Science 288:847–850
Charney JG, Shukla J (1981) Predictability of monsoons. In: Sir Lighthill J, Pearce RP (eds) Monsoon dynamics. Cambridge University Press, pp 99–109
Choudhury BA, Rajesh PV, Zahan Y, Goswami BN (2021) Evolution of the Indian summer monsoon rainfall simulations from CMIP3 to CMIP6 models. Clim Dyn. https://doi.org/10.1007/s00382-021-06023-0
Gadgil S, Gadgil S (2006) The Indian monsoon, GDP and agriculture. Econ Polit Wkly 41(47):4887–4895. http://www.jstor.org/stable/4418949
Giese BS, Ray S (2011) El Niño variability is simple ocean data assimilation (SODA), 1871–2008. J Geophys Res 116:C02024. https://doi.org/10.1029/2010JC006695
Goswami BN, Krishnan R (2013) Opportunities and challenges in monsoon prediction in a changing climate—editorial of Special OCHAMP issue. Clim Dyn. https://doi.org/10.1007/s00382-013-1835-4
Goswami BN, Kriplani RH, Borgaonkar HP and Preethi B (2015) Multi-decadal variability of Indian summer monsoon rainfall using proxy data, Climate Change: Multi-decadal and beyond, Chapt. 21, pp 327–346, (Editors: C.P. Chang, Michael Ghil, Mojib Latif, and Mike Wallace), World Scientific, New Jersey, London, Singapore, Beijing, Chennai
Goswami BN, Madhusoodanan MS, Neema CP, Sengupta D (2006a) A physical mechanism for North Atlantic SST influence on the Indian summer monsoon. Geophys Res Lett 33:L02706. https://doi.org/10.1029/2005GL024803
Goswami BN, Wu G, Yasunari T (2006b) The annual cycle, intra-seasonal oscillations, and roadblock to seasonal predictability of the Asian Summer Monsoon. J Clim 19:5078–5099
Gupta AK, Anderson DM, Overpeck JT (2003) Abrupt changes in the Asian southwest monsoon during the Holocene and their links to the North Atlantic Ocean. Nature 421:354–357
Han W, Meehl GA, Hu A et al (2014) Intensification of decadal and multi-decadal sea level variability in the western tropical Pacific during recent decades. Clim Dyn 43:1357–1379. https://doi.org/10.1007/s00382-013-1951-1
Hersbach H, Peubey C, Simmons A, Berrisford P, Poli P, Dee D (2015) ERA-20CM: a twentieth-century atmospheric model ensemble. Q.J.R. Meteorol Soc 141:2350–2375. https://doi.org/10.1002/qj.2528
Jin Q, Wang C (2017) Revival of Indian summer monsoon rainfall since 2002. Nat Clim Change 7:587–594. https://doi.org/10.1038/nclimate3348
Kapil S (2021) Agri share in GDP hit 20% after 17 years: economic survey, down to Earth, Friday, 29 January, 2021. https://www.im4change.org/latest-news-updates/agri-share-in-gdp-hit-20-after-17-years-economic-surveyshagun-kapil.html
Kemball-Cook S, Wang B (2001) Equatorial waves and air-sea interaction in the boreal summer intraseasonal oscillation. J Clim 14(13):2923–2942. https://doi.org/10.1175/1520-0442(2001)014
Kripalani RH, Kulkarni A (1997) Climatic impact of El Niño/La Niña on the Indian monsoon: a new perspective. Weather 52:39–46
Krishnamurthy V, Goswami BN (2000) Indian Monsoon–ENSO relationshipon interdecadal timescale. J Clim 13:579–595
Krishnamurthy L, Krishnamurthy V (2014) Influence of PDO on South Asian summer monsoon and monsoon–ENSO relation. Clim Dyn 42:2397–2410. https://doi.org/10.1007/s00382-013-1856-z
Krishnamurthy L, Krishnamurthy V (2016) Teleconnections of Indian monsoon rainfall with AMO and Atlantic tripole. Clim Dyn 46:2269–2285
Krishnan R, Sugi M (2003) Pacific decadal oscillation and variability of the Indian summer monsoon rainfall. Clim Dyn 21:233–242. https://doi.org/10.1007/s00382-003-0330-8
Kucharski F, Bracco A, Yoo JH, Molteni F (2007) Low-frequency variability of the Indian monsoon–ENSO relationship and the tropical Atlantic: the ‘weakening’ of the 1980s and 1990s. J Climate 20:4255–4266
Kucharski F, Bracco A, Yoo JH, Tompkins AM, Feudale L, Rutic P, Dell’Aquila A (2009) 2009: A Gill–Matsuno-type mechanism explains the tropical Atlantic influence on African and Indian monsoon rainfall. Q J R Meteorol Soc. https://doi.org/10.1002/qj.406
Kumar KK, Rajagopalan B, Cane MA (1999) On the weakening relationship between the Indian Monsoon and ENSO. Science 284(5423):2156–2159. https://doi.org/10.1126/science.284.5423.2156
Kumar BP, Vialard J, Lengaigne M, Murty VSN, McPhaden MJ (2012) TropFlux: air–sea fluxes for the global tropical oceans—description and evaluation. Clim Dyn 38:1521–1543. https://doi.org/10.1007/s00382-011-1115-0
Lau WKM, Waliser DE, Goswami BN (2012) South Asian monsoon. Intraseasonal Variability in the Atmosphere-Ocean Climate System. Springer Praxis Books. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-13914-7_2
Li S, Perlwitz J, Quan X, Hoerling MP (2008) Modelling the influence of North Atlantic multi-decadal warmth on the Indian summer rainfall. Geophys Res Lett 35:L05804. https://doi.org/10.1029/2007GL032901
Loschnigg J, Webster PJ (2000) A coupled ocean-atmosphere system of SST modulation for the Indian Ocean. J Climate 13(19):3342–3360. https://doi.org/10.1175/1520-0442(2000)013%3c3342:ACOASO%3e2.0.CO
Lu R, Dong B, Ding H (2006) Impact of the Atlantic Multi-decadal Oscillation on the Asian summer monsoon. Geophys Res Lett 33:L24701. https://doi.org/10.1029/2006GL027655
Luo F, Li S, Furevik T (2011) The connection between the Atlantic Multidecadal Oscillation and the Indian summer monsoon in Bergen climate model version 2.0. J Geophys Res 116:19117. https://doi.org/10.1029/2011JD015848
Luo F, Li S, Gao Y, Keenlyside N, Svendsen L, Furevik T (2018) The connection between the Atlantic multidecadal oscillation and the Indian summer monsoon in CMIP5 models. Clim Dyn 51:3023–3039. https://doi.org/10.1007/s00382-017-4062-6
Malik A, Brönnimann S (2018) Factors affecting the inter-annual to centennial timescale variability of Indian summer monsoon rainfall. Clim Dyn 50:4347–4364. https://doi.org/10.1007/s00382-017-3879-3
Mantua NJ, Hare SR (2002) The pacific decadal oscillation. J Oceanogr 58:35–44. https://doi.org/10.1023/A:1015820616384
Marathe SM, Terray P, Ashok K (2021) Tropical Indian Ocean and ENSO relationships in a changed climate. Clim Dyn 56:3255–3276. https://doi.org/10.1007/s00382-021-05641-y
Meehl GA (1994) Coupled land-ocean-atmosphere processes and south Asian monsoon variability. Science 266(5183):263–267
Meehl GA, Arblaster JM (2002) The tropospheric biennial oscillation and Asian–Australian monsoon rainfall. J Climate 15:722–744
Mishra V, Smoliak BV, Lettenmaier DP, Wallace JM (2012) A prominent pattern of year-to-year variability in Indian summer monsoon Rainfall. Proc Natl Acad Sci 109(19):7213–7217. https://doi.org/10.1073/pnas.1119150109
Murtugudde R, McCreary JP, Busalacchi AJ (2000) Oceanic processes associated with anomalous events in the Indian Ocean with relevance to 1997–1998. J Geophys Res 105(2):3295–3306. https://doi.org/10.1029/1999JC900294
Naidu PD, Ganeshram R, Bollasina MA, Panmei C, Nürnberg D, Donges JF (2020) Coherent response of the Indian Monsoon Rainfall to Atlantic Multi-decadal Variability over the last 2000 years. Sci Rep. https://doi.org/10.1038/s41598-020-58265-3
Parthasarathy B, Munot AA, Kothawale DR (1988) Regression model for estimation of Indian Foodgrain production from summer monsoon rainfall. Agric for Meteorol 42(1988):167–182
Pokhrel S, Dutta U, Rahaman H, Chaudhari H, Hazra A, Saha SK, Veeranjaneyulu C (2020) Evaluation of different heat flux products over the tropical Indian Ocean. Earth and Space Sci. https://doi.org/10.1029/2019EA000988
Rajeevan M, Bhate J, Kale JD, Lal B (2006) A high resolution daily gridded rainfall data for the Indian Region: analysis of break and active monsoon spells. Curr Sci 91:296–306
Rajesh PV, Goswami BN (2020) Four-dimensional structure and sub-seasonal regulation of the Indian summer monsoon Multi-Decadal Mode. Clim Dyn. https://doi.org/10.1007/s00382-020-05407-y
Rao SA, Goswami BN, Sahai AK, Rajagopal EN, Mukhopadhyay P, Rajeevan M et al (2019) Monsoon mission: a targeted activity to improve monsoon prediction across scales. Bull Am Meteorol Soc 100:2509–2532. https://doi.org/10.1175/BAMS-D-17-0330.1
Rayner NA, Parker DE, Horton EB, Folland CK, Alexander LV, Rowell DP, Kent EC, Kaplan A (2003) Global analysis of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. J Geophysics Res (atmospheres) 108(14):2–1
Roxy MK, Ritika K, Terray P, Masson S (2014) The curious case of Indian Ocean, warming. J Clim. https://doi.org/10.1175/JCLI-D-14-00471.1
Saha SK, Hazra A, Pokhrel S, Chaudhari HS, Sujith K, Rai A et al (2019) Unraveling the mystery of Indian summer monsoon prediction: Improved estimate of predictability limit. J Geophys Res 124:1–13. https://doi.org/10.1029/2018JD030082
Saji NH, Goswami BN, Vinayachandran PN, Yamagata T (1999) A dipole mode in the tropical Indian Ocean. Nature 401:360–363
Sengupta D, Ravichandran M (2001) Oscillations of Bay of Bengal sea surface temperature during the 1998 summer monsoon. Geophys Res Letts 28(10):2033–2036
Shukla J (1987) Inter-annual variability of monsoon. In: Fein MJS, Stephens PL (eds), John Wiley and Sons Inc. http://ww.monsoondata.org/people/Shukla's%20Articles/1987/Interannual%20variability.pdf
Sinha A, Berkelhammer M, Mudelsee M et al (2011) The leading mode of Indian summer monsoon precipitation variability during the last millennium. Geophys Res Lett 38:5703. https://doi.org/10.1029/2011gl047713
Sinha A, Kathayat G, Cheng H et al (2015) Trends and oscillations in the Indian summer monsoon rainfall over the last two millennia. Nat Commun. https://doi.org/10.1038/ncomms7309
Slivinski LC, Compo GP, Whitaker JS et al (2019) Towards a more reliable historical reanalysis: Improvements for version 3 of the twentieth century reanalysis system. Q J R Meteorol Soc 145:2876–2908. https://doi.org/10.1002/qj.3598
Sontakke NA, Singh N, Singh HN (2008) Instrumental period rainfall series of the Indian region (1813–2005): revised reconstruction, update and analysis. The Holocene 18(7):1055–1066
Suga T, Motoki K, Aoki Y, Macdonald AM (2004) The North Pacific climatology of winter mixed layer and mode waters. J Phys Ocean. https://doi.org/10.1175/1520-0485(2004)034%3c0003:TNPCOW%3e2.0.CO;2
Sun C, Kucharski F, Li J et al (2017) Western tropical Pacific multidecadal variability forced by the Atlantic multidecadal oscillation. Nat Commun 8:15998. https://doi.org/10.1038/ncomms15998
Sun C, Li J, Kucharski F, Xue J, Li X (2018) Contrasting spatial structures of Atlantic Multidecadal Oscillation between observations and slab ocean model simulations. Clim Dyn. https://doi.org/10.1007/s00382-018-4201-8
Sun C, Li J, Kucharski F, Kang I-S, Jin F-F, Wang K et al (2019) Recent acceleration of Arabian Sea warming induced by the Atlantic-western Pacific trans-basin multidecadal variability. Geophys Res Lett 46:1662–1671. https://doi.org/10.1029/2018GL081175
Swapna P, Krishnan R, Wallace JM (2014) Indian Ocean and monsoon coupled interactions in a warming environment. Clim Dyn 42:2439–2454. https://doi.org/10.1007/s00382-013-1787-8
Syed FS, Yoo JH, Körnich H, Kucharski F (2012) Extratropical influences on the inter-annual variability of South-Asian monsoon. Clim Dyn 38:1661–1674. https://doi.org/10.1007/s00382-011-1059-4
Walker GT (1924) Correlation in seasonal variations of weather, IV, A further study of world weather. Mem Indian Meteorol Department 24(275–332):1924
Wang B, Ding Q, Fu X, Kang IS, Jin K, Shukla J, Doblas-Reyes F (2005) Fundamental challenge in simulation and prediction of summer monsoon rainfall. Geophys Res Lett 32:L15711. https://doi.org/10.1029/2005GL02273412
Wang Y, Li S, Luo D (2009) Seasonal response of Asian monsoonal climate to the Atlantic Multidecadal Oscillation. J Geophys Res 114:D02112. https://doi.org/10.1029/2008JD010929
Wang B et al (2018) Toward predicting changes in the land monsoon rainfall a decade in advance. J Clim 31:2699–2714. https://doi.org/10.1175/JCLI-D-17-0521.1
Webster PJ, Magana VO, Palmer TN, Shukla J, Tomas RA, Yanai M, Yasunari T (1998) Monsoons: processes, predictability, and the prospectsfor prediction. J Geophys Res 103(Cc7):14451–14518
Webster PJ, Moore AM, Loschnigg JP, Leben RR (1999) Coupled ocean-atmosphere dynamics in the Indian Ocean during 1997–98. Nature 401:356–359
Wyrtki K (1973) An equatorial jet in the Indian Ocean. Science 181:262–264. https://doi.org/10.1126/science.181.4096.262
Xavier PK, Marzin C, Goswami BN (2007) An objective definition of the Indian summer monsoon season and a new perspective on the ENSO–monsoon relationship. Q J R Meteorol Soc 133:749–764
Zhang R, Delworth TL (2006) Impact of Atlantic multi-decadal oscillations on India/Sahel rainfall and Atlantic hurricanes. Geophys Res Lett 33:L17712. https://doi.org/10.1029/2006GL026267
Zhang Y, Wallace JM, Battisti DS (1997) ENSO-like interdecadal variability 1900–93. J Clim 10:1004–1020
Acknowledgements
BNG is grateful to the Science and Engineering Research Board (SERB), Government of India for the SERB Distinguished Fellowship and Research grant. Dhruba Jyoti Goswami thanks SERB Distinguished Fellowship for financial support and Department of Physics, Cotton University for providing the required facilities. He also thanks Center for Earth, Ocean and Atmospheric Sciences (CEOAS), University of Hyderabad for the encouragement and support to carry out this research. We are grateful to three anonymous reviewers for constructive comments and suggestions on an earlier version of the manuscript that led to a significant improvement of the manuscript.
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DST | Science and Engineering Research Board (SERB): Bhupendra Nath Goswami Diary No. SERBIF/ 3707 12020–21 SERB Distinguished Fellowship.
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Goswami, D.J., Ashok, K. & Goswami, B.N. Local ocean–atmosphere interaction in Indian summer monsoon multi-decadal variability. Clim Dyn 60, 1253–1270 (2023). https://doi.org/10.1007/s00382-022-06377-z
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DOI: https://doi.org/10.1007/s00382-022-06377-z