Abstract
The present study focuses on the variability of subsurface ocean temperature and associated planetary waves (oceanic Kelvin and Rossby waves) in the Indian Ocean during the boreal summer intraseasonal oscillation (BSISO) phases in the Indian Ocean Dipole (IOD) years. To accomplish this, multi-sensor datasets have been considered for the period 1980–2021. During negative IOD (nIOD) years northward propagation of BSISO convection is consistent with the normal years, whereas incoherent patterns are evident in the positive (pIOD) years. Enhanced meridional gradient of sea surface temperature (SST) anomalies is evident during the nIOD years, which favours the coherent northward propagation of BSISO. Significant intraseasonal variations of subsurface ocean temperature anomalies are observed in the Equatorial Indian Ocean (EIO). Pronounced subsurface (50–150 m) temperature anomalies are evident during the different phases of BSISO during the nIOD years. Symmetric formation of equatorial downwelling Kelvin wave followed by upwelling Kelvin wave packet were observed during the nIOD BSISO phases. This study further suggests that the symmetric patterns of subsurface waves are evident during the nIOD years and led to clear variations of the northward propagation of BSISO.
Similar content being viewed by others
Data availability
Data sharing is not applicable to this article as no new data were created or analysed in the present study.
References
Ajayamohan RS, Rao SA, Yamagata T (2008) Influence of Indian Ocean dipole on poleward propagation of boreal summer intraseasonal oscillations. J Clim 21(21):5437–5454
Annamalai H, Slingo JM (2001) Active/break cycles: diagnosis of the intraseasonal variability of the Asian summer monsoon. Clim Dyn 18(1):85–102
Ashok K, Guan Z, Yamagata T (2001) Impact of the Indian Ocean dipole on the relationship between the Indian monsoon rainfall and ENSO. Geophys Res Lett 28(23):4499–4502
Behringer D, Xue Y (2004) Evaluation of the global ocean data assimilation system at NCEP: the Pacific Ocean. In Proc. Eighth Symp. on Integrated Observing and Assimilation Systems for Atmosphere, Oceans, and Land Surface
Chakravorty S, Gnanaseelan C, Chowdary JS, Luo JJ (2014) Relative role of El Niño and IOD forcing on the southern tropical Indian Ocean Rossby waves. J Geophys Res: Oceans 119(8):5105–5122
Chowdary JS, Gnanaseelan C (2007) Basin-wide warming of the Indian Ocean during El Niño and Indian Ocean dipole years. Int J Climatol: A J Royal Meteorolog Soc 27(11):1421–1438
Chowdary JS, Parekh A, Kakatkar R, Gnanaseelan C, Srinivas G, Singh P, Roxy MK (2016) Tropical Indian Ocean response to the decay phase of El Niño in a coupled model and associated changes in south and east-Asian summer monsoon circulation and rainfall. Clim Dyn 47(3):831–844
Duchon CE (1979) Lanczos filtering in one and two dimensions. J App Meteorol Climatol 18(8):1016–1022
Duvel JP, Vialard J (2007) Indo-Pacific sea surface temperature perturbations associated with intraseasonal oscillations of tropical convection. J Clim 20(13):3056–3082
Fu X, Wang B (2004) The boreal-summer intraseasonal oscillations simulated in a hybrid coupled atmosphere–ocean model. Mon Weather Rev 132(11):2628–2649
Fu X, Wang B, Li T (2002) Impacts of air–sea coupling on the simulation of mean Asian summer monsoon in the ECHAM4 model. Mon Weather Rev 130(12):2889–2904
Fu X, Wang B, Waliser DE, Tao L (2007) Impact of atmosphere–ocean coupling on the predictability of monsoon intraseasonal oscillations. J Atmos Sci 64(1):157–174
Gadgil S, Srinivasan J (1990) Low frequency variation of tropical convergence zones. Meteorol Atmos Phys 44(1):119–132
Girishkumar MS, Joseph J, Thangaprakash VP, Pottapinjara V, McPhaden MJ (2017) Mixed layer temperature budget for the northward propagating summer monsoon intraseasonal oscillation (MISO) in the central Bay of Bengal. J Geophys Res: Oceans 122(11):8841–8854
Goswami BN, Mohan RA (2001) Intraseasonal oscillations and interannual variability of the Indian summer monsoon. J Clim 14(6):1180–1198
Ha Kyung-Ja, Heo Ki-Young, Lee Sun-Seon, Yun Kyung-Sook, Jhun Jong-Ghap (2012) Variability in the East Asian monsoon: a review. Meteorolog App 19(2):200–215
Hendon HH, Lim EP, Liu G (2012) The role of air–sea interaction for prediction of Australian summer monsoon rainfall. J Clim 25(4):1278–1290
Hersbach H, Bell B, Berrisford P, Hirahara S, Horányi A, Muñoz-Sabater J, Nicolas J, Peubey C, Radu R, Schepers D, Simmons A (2020) The ERA5 global reanalysis. Quart J Royal Meteorolog Soc 146(730):1999–2049
Huang B, Liu C, Freeman E, Graham G, Smith T, Zhang HM (2021) Assessment and intercomparison of NOAA daily optimum interpolation sea surface temperature (DOISST) version 2.1. J Clim 34(18):pp.7421-7441
Huang B, L’Heureux M, Lawrimore J, Liu C, Zhang HM, Banzon V, Hu ZZ, Kumar A (2013) Why did large differences arise in the sea surface temperature datasets across the tropical Pacific during 2012? J Atmos Oceanic Technol 30(12):2944–2953
Huffman GJ, Adler RF, Bolvin DT, Nelkin EJ (2010) The TRMM multi-satellite precipitation analysis (TMPA). In: Satellite rainfall applications for surface hydrology (pp. 3-22). Springer, Dordrecht
Jiang X, Li T, Wang B (2004) Structures and mechanisms of the northward propagating boreal summer intraseasonal oscillation. J Clim 17(5):1022–1039
Joseph D, Kumar VS (2021) Response of ocean surface waves to the co-occurrence of Boreal Summer Intra-Seasonal Oscillation and El Niño Southern Oscillation. Clim Dyn 57(3):1155–1171
Kara AB, Rochford PA, Hurlburt HE (2000) An optimal definition for ocean mixed layer depth. J Geophys Res: Oceans 105(C7):16803–16821
Karmakar N, Misra V (2019) The relation of intraseasonal variations with local onset and demise of the Indian summer monsoon. J Geophy Res: Atm 124(5):2483–2506
Keerthi MG, Lengaigne M, Drushka K, Vialard J, de Boyer Montégut C, Pous S, Levy M, Muraleedharan PM (2016) Intraseasonal variability of mixed layer depth in the tropical Indian Ocean. Clim Dyn 46(7):2633–2655
Kemball-Cook S, Wang B (2001) Equatorial waves and air–sea interaction in the boreal summer intraseasonal oscillation. J Clim 14(13):2923–2942
Kikuchi K, Wang B, Kajikawa Y (2012) Bimodal representation of the tropical intraseasonal oscillation. Clim Dyn 38(9):1989–2000
Konda G, Vissa NK (2019) Intraseasonal convection and air–sea fluxes over the Indian monsoon region revealed from the Bimodal ISO index. Pure App Geophys 176(8):3665–3680
Konda G, Vissa NK (2021) Assessment of ocean-atmosphere interactions for the boreal summer intraseasonal oscillations in CMIP5 models over the Indian Monsoon Region. Asia-Pacific J Atmos Sci 57(4):717–739
Konda G, Vissa NK (2022) Robustness of BSISO and air-sea interactions in the CMIP (Phase-6) models over the North Indian Ocean. Dyn Atm Oceans, p. 101316
Kottapalli A, Vinayachandran PN (2022) On the weakening of northward propagation of intraseasonal oscillations during positive Indian Ocean Dipole events. Clim Dyn, pp.1-24
Krishnamurthy V, Shukla J (2000) Intraseasonal and interannual variability of rainfall over India. J Clim 13(24):4366–4377
Krishnamurti TN, Subrahmanyam D (1982) The 30–50 day mode at 850 mb during MONEX. J Atmos Sci 39(9):2088–2095
Krishnamurti TN (1985) Summer monsoon experiment—a review. Mon Weather Rev 113(9):1590–1626
Krishnan R, Sundaram S, Swapna P, Kumar V, Ayantika DC, Mujumdar M (2011) The crucial role of ocean–atmosphere coupling on the Indian monsoon anomalous response during dipole events. Clim Dyn 37(1):1–17
Lau KM, Chan PH (1986) Aspects of the 40–50 day oscillation during the northern summer as inferred from outgoing longwave radiation. Mon Weather Rev 114(7):1354–1367
Lawrence DM, Webster PJ (2002) The boreal summer intraseasonal oscillation: relationship between northward and eastward movement of convection. J Atmos Sci 59(9):1593–1606
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):493–509
Lee SS, Moon JY, Wang B, Kim HJ (2017) Subseasonal prediction of extreme precipitation over Asia: Boreal summer intraseasonal oscillation perspective. J Clim 30(8):2849–2865
Li X, Ting M, Lee DE (2018) Fast adjustments of the Asian summer monsoon to anthropogenic aerosols. Geophys Res Lett 45(2):1001–1010
Madden RA, Julian PR (1971) Detection of a 40–50 day oscillation in the zonal wind in the tropical Pacific. J Atmos Sci 28(5):702–708
Madden RA, Julian PR (1972) Description of global-scale circulation cells in the tropics with a 40–50 day period. J Atmos Sci 29(6):1109–1123
Madden RA (1986) Seasonal variations of the 40–50 day oscillation in the tropics. J Atmos Sci 43(24):3138–3158
Maloney ED, Hartmann DL (1998) Frictional moisture convergence in a composite life cycle of the Madden–Julian oscillation. J Clim 11(9):2387–2403
Mao J, Wang M (2019) Intraseasonal responses of sea surface and deep oceanic temperature anomalies in the northern Indian Ocean–western Pacific to the 30–60-day boreal summer atmospheric intraseasonal oscillation. Clim Dyn 53(7):4539–4552
Matthews AJ, Singhruck P, Heywood KJ (2010) Ocean temperature and salinity components of the Madden–Julian oscillation observed by Argo floats. Clim Dyn 35(7):1149–1168
McPhaden MJ, Nagura M (2014) Indian Ocean dipole interpreted in terms of recharge oscillator theory. Clim Dyn 42(5):1569–1586
Mukherjee A, Kalita BK (2019) Signature of La Niña in interannual variations of the East India Coastal Current during spring. Clim Dyn 53:551–568
Murakami M (1976) Analysis of summer monsoon fluctuations over India. J Meteorolog Soc Japan Ser. II 54(1):pp.15-31
Pramanik S, Sil S, Mandal S, Dey D, Shee A (2019) Role of interannual equatorial forcing on the subsurface temperature dipole in the Bay of Bengal during IOD and ENSO events. Ocean Dyn 69(11):1253–1271
Praveen Kumar B, Vialard J, Lengaigne M, Murty VSN, Mcphaden MJ (2012) TropFlux: air-sea fluxes for the global tropical oceans—description and evaluation. Clim Dyn 38(7):1521–1543
Rahaman H, Bharath Raj GN, Ravichandran M (2019) Coupled ocean–atmosphere summer intraseasonal oscillation over the Bay of Bengal. Pure App Geophys 176(12):5415–5429
Rajeevan M, Gadgil S, Bhate J (2010) Active and break spells of the Indian summer monsoon. J Earth Syst Sci 119(3):229–247
Rajendran K, Surendran S, Varghese SJ, Sathyanath A (2022) Simulation of Indian summer monsoon rainfall, interannual variability and teleconnections: evaluation of CMIP6 models. Clim Dyn 58(9):2693–2723
Ren P, Ren HL, Fu JX, Wu J, Du L (2018) Impact of boreal summer intraseasonal oscillation on rainfall extremes in southeastern China and its predictability in CFSv2. J Geophys Res: Atm 123(9):4423–4442
Reynolds RW, Smith TM, Liu C, Chelton DB, Casey KS, Schlax MG (2007) Daily high-resolution-blended analyses for sea surface temperature. J Clim 20(22):5473–5496
Roxy M, Tanimoto Y (2007) Role of SST over the Indian Ocean in influencing the intraseasonal variability of the Indian summer monsoon. J Meteorolog Soc Japan Ser. II 85(3):pp.349-358
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
Sabeerali CT, 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
Sabeerali CT, Rao SA, Ajayamohan RS, Murtugudde R (2012) On the relationship between Indian summer monsoon withdrawal and Indo-Pacific SST anomalies before and after 1976/1977 climate shift. Clime Dyn 39(3):841–859
Saji NH, Goswami BN, Vinayachandran PN, Yamagata T (1999) A dipole mode in the tropical Indian Ocean. Nat 401(6751):360–363
Sayantani O, Gnanaseelan C (2015) Tropical Indian Ocean subsurface temperature variability and the forcing mechanisms. Clim Dyn 44:2447–2462
Schott FA, Xie SP, McCreary Jr JP (2009) Indian Ocean circulation and climate variability. Rev Geophys 47(1)
Sengupta D, Ravichandran M (2001) Oscillations of Bay of Bengal sea surface temperature during the 1998 summer monsoon. Geophys Res Lett 28(10):2033–2036
Sengupta D, Goswami BN, Senan R (2001) Coherent intraseasonal oscillations of ocean and atmosphere during the Asian summer monsoon. Geophys Res Lett 28(21):4127–4130
Seo KH, Ok J, Son JH, Cha DH (2013) Assessing future changes in the East Asian summer monsoon using CMIP5 coupled models. J Clim 26(19):7662–7675
Shinoda T, Hendon HH, Glick J (1998) Intraseasonal variability of surface fluxes and sea surface temperature in the tropical western Pacific and Indian Oceans. J Clim 11(7):1685–1702
Sreenivas P, Gnanaseelan C, Prasad KVSR (2012) Influence of El Niño and Indian Ocean Dipole on sea level variability in the Bay of Bengal. Glob Planet Change 80:215–225
Srivastava A, Pradhan M, Goswami BN, Rao SA (2019) Regime shift of Indian summer monsoon rainfall to a persistent arid state: external forcing versus internal variability. Meteorol Atmos Phys 131(2):211–224
Suhas E, Neena JM, Goswami BN (2013) An Indian monsoon intraseasonal oscillations (MISO) index for real time monitoring and forecast verification. Clim Dyn 40(11):2605–2616
Suresh I, Vialard J, Lengaigne M, Han W, McCreary J, Durand F, Muraleedharan PM (2013) Origins of wind-driven intraseasonal sea level variations in the North Indian Ocean coastal waveguide. Geophys Res Lett 40(21):5740–5744
Vecchi GA, Harrison DE (2002) Monsoon breaks and subseasonal sea surface temperature variability in the Bay of Bengal. J Clim 15(12):1485–1493
Vialard J, Jayakumar A, Gnanaseelan C, Lengaigne M, Sengupta D, Goswami BN (2012) Processes of 30–90 days sea surface temperature variability in the northern Indian Ocean during boreal summer. Clim Dyn 38(9):1901–1916
Vissa NK, Satyanarayana ANV, Prasad Kumar B (2013) Comparison of mixed layer depth and barrier layer thickness for the Indian Ocean using two different climatologies. Int J Climatol 33(13):2855–2870
Wang B, Xie X (1997) A model for the boreal summer intraseasonal oscillation. J Atm Sci 54(1):72–86
Wang H, Murtugudde R, Kumar A (2016) Evolution of Indian Ocean dipole and its forcing mechanisms in the absence of ENSO. Clim Dyn 47(7):2481–2500
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: Oceans 103(C7):14451–14510
Wu CM, Lo MH, Chen WT, Lu CT (2015) The impacts of heterogeneous land surface fluxes on the diurnal cycle precipitation: a framework for improving the GCM representation of land-atmosphere interactions. J Geophys Res: Atm 120(9):3714–3727
Yamaura T, Kajikawa Y (2017) Decadal change in the boreal summer intraseasonal oscillation. Clim Dyn 48(9):3003–3014
Acknowledgements
The authors would like to acknowledge the Copernicus Marine Environment Monitoring Service for making available sea surface height anomalies data. The authors acknowledge the NCEP Global Ocean Data Assimilation System (GODAS) and NOAA for making the availability of Ocean temperature data. The authors also acknowledge the ESSO-INCOIS-Indian National Centre for Ocean Information Services for providing wind-stress, air-sea fluxes data. The authors would like to acknowledge the Tropical Rainfall Measuring Mission (TRMM) for providing daily precipitation data. Gopinadh would like to thank SERB-DST Govt. of India for providing financial support under NPDF (PDF/2022/001886), and Climate Variability and Prediction group IITM Pune.
Author information
Authors and Affiliations
Contributions
Gopinadh Konda, conceptualization, wrote the manuscript, data analysis and analysed the results. Naresh Krishna Vissa and Venkata Sai Gulakaram reviewed the manuscript, analysis and interpreted the results.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Responsible Editor: Guoping Gao
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Konda, G., Gulakaram, V.S. & Vissa, N.K. Intraseasonal variability of subsurface ocean temperature anomalies in the Indian Ocean during the summer monsoon season. Ocean Dynamics 73, 165–179 (2023). https://doi.org/10.1007/s10236-023-01547-x
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10236-023-01547-x