Abstract
Assessment of mass-induced sea level (MISL) variability in the Tropical Indian Ocean (TIO) was studied using observations from the Gravity Recovery and Climate Experiment (GRACE) during 2003–2017 in conjunction with the steric effects in the sea level anomaly as measured by satellite altimeters. Two steric sea levels were estimated from the ocean model analysis and Argo gridded temperature and salinity fields. These datasets were consistent with each other and to the altimeter measured sea level records. They exhibited a coherent seasonal cycle with unique spatial patterns of amplitude maxima associated with annual and semi-annual harmonics. Steric component remained as a major contributor to the sea level variability at all the time scales. Addition of the GRACE measured MISL to the steric sea level improved the estimation of sea level (as measured by satellite altimeter) over most part of the TIO except over the northern part of the Arabian Sea. It was observed that the MISL had a significant contribution to the sea level variability at intra-seasonal and seasonal time scales and a minor contribution to the sea level inter-annual variability. During all the El Niño years, sea level underwent a large fluctuation coherent to the steric component. A linear barotropic vortex conservation model driven by ocean surface winds explained a major part of the observed MISL high-frequency variability in the Equatorial and southern TIO, and overestimated the observation in the northern TIO.
Similar content being viewed by others
Data availability
SLA observations are available from the Copernicus Marine Environment Monitoring Service at https://resources.marine.copernicus.eu/?option=com_csw&view=details&product_id=SEALEVEL_GLO_PHY_L4_REP_OBSERVATIONS_008_047. SODA ocean temperature and salinity re-analysis can be found at https://www2.atmos.umd.edu/~ocean/index_files/soda3.3.1_mn_download.htm and IPRC-Argo gridded temperature and salinity field at http://apdrc.soest.hawaii.edu/las/v6/dataset?catitem=79. BPR observations are available from National Data Buoy Centre under Deep-ocean Assessment and Reporting of Tsunami (DART) program at http://www.ndbc.noaa.gov/dart.shtml. Data of wind stress and sea level pressure can be found at https://apps.ecmwf.int/datasets/data/interim-full-moda/levtype=sfc/; the data of ocean depth are at https://www.ngdc.noaa.gov/mgg/global/relief/ETOPO5/TOPO/; MEI observation is at https://www.psl.noaa.gov/enso/mei/. GRACE LWET observations were archived from https://podaac.jpl.nasa.gov/dataset/TELLUS_GRACE_MASCON_CRI_GRID_RL06_V1, which is now displaced to a new location at https://podaac-tools.jpl.nasa.gov/drive/files/allData/tellus/L3/mascon/RL06/JPL/v02/CRI/netcdf; other data sets generated and analysed during this study are available from the corresponding author on reasonable request.
References
Antonov JI, Levitus S, Boyer TP (2002) Steric sea level variations during 1957–1994: importance of salinity. J Geophys Res C Ocean 107(C12):SRF-14. https://doi.org/10.1029/2001jc000964
Boening C, Lee T, Zlotnicki V (2011) A record-high ocean bottom pressure in the South Pacific observed by GRACE. Geophys Res Lett. https://doi.org/10.1029/2010GL046013
Bruce JG, Kindle JC, Kantha LH, Kerling JL, Bailey JF (1998) Recent observations and modeling in the Arabian Sea laccadive high region. J Geophys Res C Ocean 103(C4):7593–7600. https://doi.org/10.1029/97jc03219
Bryden HL (1973) New polynomials for thermal expansion, adiabatic temperature gradient and potential temperature of sea water. Deep Res Oceanogr Abstr 20(4):401–408. https://doi.org/10.1016/0011-7471(73)90063-6
Cane MA (1980) On the dynamics of equatorial currents, with application to the Indian Ocean. Deep Sea Res Part A Oceanogr Res Pap 27(7):525–544. https://doi.org/10.1016/0198-0149(80)90038-2
Carton JA, Giese BS, Grodsky SA (2005) Sea level rise and the warming of the oceans in the Simple Ocean Data Assimilation (SODA) ocean reanalysis. J Geophys Res C Ocean. https://doi.org/10.1029/2004JC002817
Carton JA, Penny SG, Kalnay E (2019) Temperature and salinity variability in the SODA3, ECCO4r3, and ORAS5 ocean reanalyses, 1993–2015. J Clim 32(8):2277–2293. https://doi.org/10.1175/JCLI-D-18-0605.1
Cazenave A, Nerem RS (2004) Present-day sea level change: observations and causes. Rev Geophys. https://doi.org/10.1029/2003RG000139
Cazenave A, Hamlington B, Horwath M, Barletta VR, Benveniste J, Chambers D, Döll P, Hogg AE, Legeais JF, Merrifield M, Meyssignac B (2019) Observational requirements for long-term monitoring of the global mean sea level and its components over the altimetry era. Front Mar Sci. https://doi.org/10.3389/fmars.2019.00582
Chen JL, Wilson CR, Seo KW (2006) Optimized smoothing of Gravity Recovery and Climate Experiment (GRACE) time-variable gravity observations. J Geophys Res Solid Earth. https://doi.org/10.1029/2005JB004064
Cheng X, McCreary JP, Qiu B, Qi Y, Du Y (2017) Intraseasonal-to-semiannual variability of sea-surface height in the astern, equatorial Indian Ocean and southern Bay of Bengal. J Geophys Res Ocean 122(5):4051–4067. https://doi.org/10.1002/2016JC012662
Chiang JCH, Sobel AH (2002) Tropical tropospheric temperature variations caused by ENSO and their influence on the remote tropical climate. J Clim 15(18):2616–2631. https://doi.org/10.1175/1520-0442(2002)015%3c2616:TTTVCB%3e2.0.CO;2
Chikamoto Y, Tanimoto Y (2005) Role of specific humidity anomalies in Caribbean SST response to ENSO. J Meteorol Soc Jpn 83(6):959–975. https://doi.org/10.2151/jmsj.83.959
Church JA, Clark PU, Cazenave A, Gregory JM, Jevrejeva S, Levermann A et al (2013) Chapter 13: sea level change. In: Climate change 2013: the physical science basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, pp 1137–1216
Cummins PF (1991) The barotropic response of the subpolar North Pacific to stochastic wind forcing. J Geophys Res 96(C5):8869–8880. https://doi.org/10.1029/91jc00487
Dangendorf S, Calafat FM, Arns A, Wahl T, Haigh ID, Jensen J (2014) Mean sea level variability in the North Sea: processes and implications. J Geophys Res Ocean. https://doi.org/10.1002/2014JC009901
Dangendorf S, Hay C, Calafat FM, Marcos M, Piecuch CG, Berk K, Jensen J (2019) Persistent acceleration in global sea-level rise since the 1960s. Nat Clim Change 9(9):705–710. https://doi.org/10.1038/s41558-019-0531-8
Durand F, Papa F, Rahman A, Bala SK (2011) Impact of Ganges-Brahmaputra interannual discharge variations on Bay of Bengal salinity and temperature during 1992–1999 period. J Earth Syst Sci 120(5):859–872. https://doi.org/10.1007/s12040-011-0118-x
Ebuchi N, Hanawa K (1996) Comparison of sea surface heights observed by TOPEX altimeter with sea level data at Chichijima. J Oceanogr 52(3):259–273. https://doi.org/10.1007/BF02235923
Feng W, Zhong M (2015) Global sea level variations from altimetry, GRACE and Argo data over 2005–2014. Geod Geodyn 6(4):274–279. https://doi.org/10.1016/j.geog.2015.07.001
Frederikse T, Riva REM, King MA (2017) Ocean bottom deformation due to present-day mass redistribution and its impact on sea level observations. Geophys Res Lett 44(24):12–306. https://doi.org/10.1002/2017GL075419
Fu LL, Davidson RA (1995) A note on the barotropic response of sea level to time-dependent wind forcing. J Geophys Res 100(C12):24955–24963. https://doi.org/10.1029/95jc02259
García D, Chao BF, Del Río J, Vigo I, García-Lafuente J (2006) On the steric and mass-induced contributions to the annual sea level variations in the Mediterranean Sea. J Geophys Res Ocean. https://doi.org/10.1029/2005JC002956
Gonzalez FI, Milburn HB, Bernard EN, Newman J (1998) Deep-ocean Assessment and Reporting of Tsunamis (DART): brief overview and status report. In: Proc Int Work Tsunami Disaster Mitigation, vol 19, p 2
Han W, Webster PJ (2002) Forcing mechanisms of sea level interannual variability in the Bay of Bengal. J Phys Oceanogr 32(1):216–239. https://doi.org/10.1175/1520-0485(2002)032%3c0216:FMOSLI%3e2.0.CO;2
Han W, McCreary JP, Anderson DLT, Mariano AJ (1999) Dynamics of the eastern surface jets in the equatorial Indian Ocean. J Phys Oceanogr 29(9):2191–2209. https://doi.org/10.1175/1520-0485(1999)029%3c2191:DOTESJ%3e2.0.CO;2
Han W, Vialard J, McPhaden MJ, Lee T, Masumoto Y, Feng M, De Ruijter WP (2014) Indian ocean decadal variability: a review. Bull Am Meteorol Soc 95(11):1679–1703. https://doi.org/10.1175/BAMS-D-13-00028.1
Han W, Meehl GA, Stammer D, Hu A, Hamlington B, Kenigson J, Palanisamy H, Thompson P (2017) Spatial patterns of sea level variability associated with natural internal climate modes. Surv Geophys. https://doi.org/10.1007/978-3-319-56490-6_10
Han W, Stammer D, Meehl GA, Hu A, Sienz F, Zhang L (2018) Multi-decadal trend and decadal variability of the regional sea level over the Indian Ocean since the 1960s: roles of climate modes and external forcing. Climate 6(2):51. https://doi.org/10.3390/cli6020051
Howden SD, Murtugudde R (2001) Effects of river inputs into the Bay of Bengal. J Geophys Res Ocean 106(C9):19825–19843. https://doi.org/10.1029/2000jc000656
Jekeli C (1981) Alternative methods to smooth the Earth’s gravity field. Report No. 327, Department of Geodetic Science and Surveying, Ohio State University, Columbus, Ohio
Justino F, Setzer A, Bracegirdle TJ, Mendes D, Grimm A, Dechiche G, Schaefer CE (2011) Harmonic analysis of climatological temperature over Antarctica: present day and greenhouse warming perspectives. Int J Climatol 31(4):514–530. https://doi.org/10.1002/joc.2090
Kawamura R, Matsuura T, Iizuka S (2001) Role of equatorially asymmetric sea surface temperature anomalies in the Indian Ocean in the Asian summer monsoon and El Niño-Southern Oscillation coupling. J Geophys Res Atmos 106(D5):4681–4693. https://doi.org/10.1029/2000JD900610
Kusche J, Uebbing B, Rietbroek R, Shum CK, Khan ZH (2016) Sea level budget in the Bay of Bengal (2002–2014) from GRACE and altimetry. J Geophys Res Ocean 121(2):1194–1217. https://doi.org/10.1002/2015JC011471
Lee SK, Park W, Baringer MO, Gordon AL, Huber B, Liu Y (2015) Pacific origin of the abrupt increase in Indian Ocean heat content during the warming hiatus. Nat Geosci 8(6):445–449. https://doi.org/10.1038/NGEO2438
Legeais JF, Ablain M, Zawadzki L, Zuo H, Johannessen JA, Scharffenberg MG, Fenoglio-Marc L, Fernandes MJ, Andersen OB, Rudenko S, Cipollini P (2018) An improved and homogeneous altimeter sea level record from the ESA Climate Change Initiative. Earth Syst Sci Data 10(1):281–301. https://doi.org/10.5194/essd-10-281-2018
Levitus S (1982) Climatological Atlas of the World Ocean. Technical Report. NOAA Prof Pap 13
Llovel W, Becker M, Cazenave A, Jevrejeva S, Alkama R, Decharme B, Douville H, Ablain M, Beckley B (2011a) Terrestrial waters and sea level variations on interannual time scale. Glob Planet Change 75(1–2):76–82. https://doi.org/10.1016/j.gloplacha.2010.10.008
Llovel W, Meyssignac B, Cazenave A (2011b) Steric sea level variations over 2004–2010 as a function of region and depth: inference on the mass component variability in the North Atlantic Ocean. Geophys Res Lett. https://doi.org/10.1029/2011GL047411
Locarini RA, Mishonov AV, Antonov JI, Boyer TP, Garcia HE (2006) World Ocean Atlas 2005, volume 1: temperature. In: Levitus S (ed) NOAA Atlas NESDIS, vol 61
McCreary JP, Han W, Shankar D, Shetye SR (1996) Dynamics of the East India Coastal Current: 2. Numerical solutions. J Geophys Res C Ocean 101(C6):13993–14010. https://doi.org/10.1029/96JC00560
Meyssignac B, Cazenave A (2012) Sea level: a review of present-day and recent-past changes and variability. J Geodyn 58:96–109. https://doi.org/10.1016/j.jog.2012.03.005
Meyssignac B, Boyer T, Zhao Z, Hakuba MZ, Landerer FW et al (2019) Measuring global ocean heat content to estimate the earth energy imbalance. Front Mar Sci 6:432. https://doi.org/10.3389/fmars.2019.00432
Nayak RK, Mishra N, Dadhwal VK, Patel NR, Salim M, Rao KH, Dutt CB (2016) Assessing the consistency between AVHRR and MODIS NDVI datasets for estimating terrestrial net primary productivity over India. J Earth Syst Sci 125(6):1189–1204. https://doi.org/10.1007/s12040-016-0723-9
Nerem RS, Beckley BD, Fasullo JT, Hamlington BD, Masters D, Mitchum GT (2018) Climate-change—driven accelerated sea-level rise detected in the altimeter era. Proc Natl Acad Sci USA 115(9):2022–2025. https://doi.org/10.1073/pnas.1717312115
Nyadjro ES, Subrahmanyam B, Shriver JF (2011) Seasonal variability of salt transport during the Indian Ocean monsoons. J Geophys Res Ocean. https://doi.org/10.1029/2011JC006993
Peltier WR, Argus DF, Drummond R (2018) Comment on “An assessment of the ICE-6G_C (VM5a) Glacial Isostatic Adjustment model” by Purcell et al. J Geophys Res Solid Earth 123(2):2019–2028. https://doi.org/10.1002/2016JB013844
Philander SGH (1978) Forced oceanic waves. Rev Geophys 16(1):15–46. https://doi.org/10.1029/RG016i001p00015
Prasad TG (1997) Annual and seasonal mean buoyancy fluxes for the tropical Indian Ocean. Curr Sci 73:667–674
Pujol M-I, Faugère Y, Taburet G, Dupuy S, Pelloquin C, Ablain M, Picot N (2016) DUACS DT2014: the new multi-mission altimeter data set reprocessed over 20 years. Ocean Sci 12(5):1067–1090. https://doi.org/10.5194/os-12-1067-2016
Ripa P (1997) Toward a physical explanation of the seasonal dynamics and thermodynamics of the Gulf of California. J Phys Oceanogr 27(5):597–614. https://doi.org/10.1175/1520-0485(1997)027%3c0597:TAPEOT%3e2.0.CO;2
Rohith B, Paul A, Durand F, Testut L, Prerna S, Afroosa M, Ramakrishna SS, Shenoi SSC (2019) Basin-wide sea level coherency in the tropical Indian Ocean driven by Madden–Julian Oscillation. Nat Commun 10(1):1–9. https://doi.org/10.1038/s41467-019-09243-5
Saji NH, Xie SP, Yamagata T (2006) Tropical Indian Ocean variability in the IPCC twentieth-century climate simulations. J Clim 19(17):4397–4417. https://doi.org/10.1175/JCLI3847.1
Salim M, Nayak RK, Swain D, Dadhwal VK (2012) Sea surface height variability in the Tropical Indian Ocean: steric contribution. J Indian Soc Remote Sens 40(4):679–688. https://doi.org/10.1007/s12524-011-0188-x
Saravanan R, Chang P (2000) Interaction between tropical Atlantic variability and El Nino-Southern Oscillation. J Clim 13(13):2177–2194. https://doi.org/10.1175/1520-0442(2000)013%3c2177:IBTAVA%3e2.0.CO;2
Save H, Bettadpur S, Tapley BD (2016) High-resolution CSR GRACE RL05 mascons. J Geophys Res Solid Earth 121(10):7547–7569. https://doi.org/10.1002/2016JB013007
Schoenefeldt R, Schott FA (2006) Decadal variability of the Indian Ocean cross-equatorial exchange in SODA. Geophys Res Lett. https://doi.org/10.1029/2006GL025891
Schott FA, McCreary JP (2001) The monsoon circulation of the Indian Ocean. Prog Oceanogr 51(1):1–123. https://doi.org/10.1016/S0079-6611(01)00083-0
Schott FA, Xie SP, McCreary JP (2009) Indian ocean circulation and climate variability. Rev Geophys. https://doi.org/10.1029/2007RG000245
Sen Gupta R, Qasim SZ (1985) The Indian Ocean—an environmental overview. In: Sharma RC (ed) The Oceans-Realitie and prospects. Rajesh Publications, New Delhi, pp 7–40
Sengupta D, Bharath Raj GN, Shenoi SSC (2006) Surface freshwater from Bay of Bengal runoff and Indonesian Throughflow in the tropical Indian Ocean. Geophys Res Lett. https://doi.org/10.1029/2006GL027573
Shaji C, Iizuka S, Matsuura T (2003) Seasonal variability of near-surface heat budget of selected oceanic areas in the North Tropical Indian Ocean. J Oceanogr 59(1):87–103. https://doi.org/10.1023/A:1022872524758
Shankar D, Shetye SR (1997) On the dynamics of the Lakshadweep high and low in the southeastern Arabian Sea. J Geophys Res Ocean 102(C6):12551–12562. https://doi.org/10.1029/97JC00465
Shankar D, Aparna SG, McCreary JP, Suresh I, Neetu S, Durand F, Shenoi SSC, Al Saafani MA (2010) Minima of interannual sea-level variability in the Indian Ocean. Prog Oceanogr 84(3–4):225–241. https://doi.org/10.1016/j.pocean.2009.10.002
Shenoi SSC, Shankar D, Shetye SR (2002) Differences in heat budgets of the near-surface Arabian Sea and Bay of Bengal: implications for the summer monsoon. J Geophys Res 107(C6):5-1. https://doi.org/10.1029/2000jc000679
Shetye SR (1998) West India coastal current and Lakshadweep high/low. Sadhana Acad Proc Eng Sci 23(5–6):637–651. https://doi.org/10.1007/BF02744586
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. https://doi.org/10.1016/j.gloplacha.2011.11.001
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. https://doi.org/10.1002/2013GL058312
Swapna P, Jyoti J, Krishnan R, Sandeep N, Griffies SM (2017) Multidecadal weakening of Indian summer monsoon circulation induces an increasing northern Indian Ocean sea level. Geophys Res Lett 44(20):10–560. https://doi.org/10.1002/2017GL074706
Taburet G, Sanchez-Roman A, Ballarotta M, Pujol M-I, Legeais J-F, Fournier F, Faugere Y, Dibarboure G (2019) DUACS DT2018: 25 years of reprocessed sea level altimetry products. Ocean Sci 15:1207–1224. https://doi.org/10.5194/os-15-1207-2019
Tapley BD, Watkins MM, Flechtner F, Reigber C, Bettadpur S et al (2019) Contributions of GRACE to understanding climate change. Nat Clim Change 9(5):358–369. https://doi.org/10.1038/s41558-019-0456-2
UNESCO (1987) International Oceanographic Tables, vol 4. UNESCO technical papers in marine science, 40. ISSN: 0503-4299
Unnikrishnan AS, Shankar D (2007) Are sea-level-rise trends along the coasts of the north Indian Ocean consistent with global estimates? Glob Planet Change 57(3–4):301–307. https://doi.org/10.1016/j.gloplacha.2006.11.029
Vargas-Hernandez JM, Wijffels S, Meyers G, Holbrook NJ (2014) Evaluating SODA for Indo-Pacific Ocean decadal climate variability studies. J Geophys Res Ocean 119(11):7854–7868. https://doi.org/10.1002/2014JC010175
Veronis G, Stommel H (1956) The action of variable wind stresses on a stratified ocean. J Mar Res 15:43–75
Vialard J, Shenoi SSC, McCreary JP, Shankar D, Durand F, Fernando V, Shetye SR (2009) Intraseasonal response of the northern Indian Ocean coastal waveguide to the Madden-Julian Oscillation. Geophys Res Lett 36:14. https://doi.org/10.1029/2009GL038450
Vinayachandran PN, Kurian J (2007) Hydrographic observations and model simulation of the Bay of Bengal freshwater plume. Deep Res Part I Oceanogr Res Pap 54(4):471–486. https://doi.org/10.1016/j.dsr.2007.01.007
Vinayachandran PN, Nanjundiah RS (2009) Indian Ocean sea surface salinity variations in a coupled model. Clim Dyn 33(2–3):245–263. https://doi.org/10.1007/s00382-008-0511-6
Volkov DL, Lee SK, Landerer FW, Lumpkin R (2017) Decade-long deep-ocean warming detected in the subtropical South Pacific. Geophys Res Lett 44(2):927–936. https://doi.org/10.1002/2016GL071661
Vousdoukas MI, Mentaschi L, Voukouvalas E, Verlaan M, Jevrejeva S, Jackson LP, Feyen L (2018) Global probabilistic projections of extreme sea levels show intensification of coastal flood hazard. Nat Commun 9(1):1–12. https://doi.org/10.1038/s41467-018-04692-w
Watkins MM, Wiese DN, Yuan DN, Boening C, Landerer FW (2015) Improved methods for observing Earth’s time variable mass distribution with GRACE using spherical cap mascons. J Geophys Res Solid Earth 120(4):2648–2671. https://doi.org/10.1002/2014JB011547
Wiese DN, Landerer FW, Watkins MM (2016) Quantifying and reducing leakage errors in the JPL RL05M GRACE mascon solution. Water Resour Res 52(9):7490–7502. https://doi.org/10.1002/2016WR019344
Wiese DN, Yuan DN, Boening C, Landerer FW, Watkins MM (2018) JPL GRACE Mascon Ocean, Ice, and Hydrology Equivalent Water Height Release 06 Coastal Resolution Improvement (CRI) Filtered Version 1.0. PO.DAAC, CA, USA. https://doi.org/10.5067/TEMSC-3MJC6. Dataset accessed 2019-05-02
Willebrand J, Philander SGH, Pacanowski RC (1980) The oceanic response to large-scale atmospheric disturbances. J Phys Oceanogr 10(3):411–429. https://doi.org/10.1175/1520-0485(1980)010%3c0411:tortls%3e2.0.co;2
Woodworth PL, Melet A, Marcos M, Ray RD, Wöppelmann G, Sasaki YN, Cirano M, Hibbert A, Huthnance JM, Monserrat S, Merrifield MA (2019) Forcing factors affecting sea level changes at the coast. Surv Geophys 40(6):1351–1397. https://doi.org/10.1007/s10712-019-09531-1
Wu R, Kirtman BP (2004) Understanding the impacts of the Indian ocean on ENSO variability in a coupled GCM. J Clim 17(20):4019–4031. https://doi.org/10.1175/1520-0442(2004)017%3c4019:UTIOTI%3e2.0.CO;2
Yamagata T, Mizuno K, Masumoto Y (1996) Seasonal variations in the equatorial Indian Ocean and their impact on the Lombok throughflow. J Geophys Res C Ocean 101(C5):12465–12473. https://doi.org/10.1029/95JC03623
Zweng MM, Reagan JR, Antonov JI, Locarnini RA, Mishonov AV, Boyer TP, Garcia HE, Baranova OK, Johnson DR, Seidov D, Biddle MM (2013) World Ocean Atlas 2013. Vol 2 Salin S Levitus, Ed; A Mishonov, Tech Ed; NOAA Atlas NESDIS 74. https://doi.org/10.1182/blood-2011-06-357442
Acknowledgements
This research is carried out as part of Mesoscale Ocean Processes and Modelling Project of National Remote Sensing Centre (NRSC), ISRO, Hyderabad. Our sincere thanks to Director NRSC and Director, INCOIS for providing necessary support and guidance for this work. We express our due acknowledgement to various data providers. Finally, we thank two editors, Prof. Jürgen Kusche and Prof. Anny Cazenave, and two reviewers for their valuable feedback, which helped us to significantly improve the manuscript.
Author information
Authors and Affiliations
Contributions
RKN conceptualized the study and SSM executed the work; RKN guided SSM during entire execution of the work including development of methods and analysis; RKN and SSM wrote the manuscript; PCM supported analysis of BPR data and contributed in writing of results section; MVRSS and VKD provided guidance throughout the work and they have contributed in writing of result and discussion sections of the manuscript.
Corresponding author
Rights and permissions
About this article
Cite this article
Manche, S.S., Nayak, R.K., Mohanty, P.C. et al. Assessment of mass-induced sea level variability in the Tropical Indian Ocean based on GRACE and altimeter observations. J Geod 95, 19 (2021). https://doi.org/10.1007/s00190-021-01471-2
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00190-021-01471-2