Abstract
This study intended to demonstrate the capability of the regional ocean model system (ROMS) in reproducing the Arabian Sea’s hydrographic properties (AS). The effect of the horizontal resolution is also explored. The ROMS is integrated over Arabian Sea (AS) for 10 years, encompassing 30 E–80 E and 5 N–30 N at two distinct horizontal resolutions of 1/6 (17 km) and 1/4 (25 km). The results obtained from both simulations show reasonable resemblances to observation and reanalysis in reproducing the spatiotemporal distribution of surface as well as subsurface hydrographic properties such as sea surface temperature (SST), sea surface salinity (SSS), sea surface currents, and subsurface temperature and salinity. The study shows that the variability is governed by annual and seasonal high-resolution setup, which shows better performance for both seasons. The latitude depth plot at 70° E shows the subsurface variability over the AS. The seasonal variability of the Indian summer monsoon (ISM) is dominated by westward north equatorial current and southward moving currents, which are confined to the boundary currents, where basin circulation is generally observed. The increasing resolution shows minimal improvement for AS characteristics on the climatological scale, indicating that it is not always guaranteed to enhance the performance towards increasing horizontal resolution for every aspect.
Similar content being viewed by others
Data availability
The model data is available with the authors, and the rest were acknowledged.
Code availability
Yes, we have all the code used in this work.
References
Bates NR, Pequignet AC, Sabine CL (2006) Ocean carbon cycling in the Indian Ocean: 1. Spatiotemporal variability of inorganic carbon and air-sea CO2 gas exchange. Glob Biogeochem Cycles 20(3):GB020. https://doi.org/10.1029/2005GB002491
Bates NR, Pequignet AC, Sabine CL (2006) Ocean carbon cycling in the Indian Ocean: 2. Estimates of net community production. Glob Biogeochem Cycles 20(3):GB3021. https://doi.org/10.1029/2005GB002492
Beal LM, Molinari RL, Chereskin TK, Robbins PE (2000) Reversing bottom circulation in the Somali basin. Geophys Res Lett 27:2565–2568
Benshila R, Durand F, Masson S, Bourdall e-Badie R, de Boyer Mont egut C, Papa F, Madec G (2014) The upper Bay of Bengal salinity structure in a high-resolution model. Ocean Modelling 74:36–52
Bonjean F, Lagerloef GSE (2002) Diagnostic model and analysis of the surface currents in the tropical Pacific Ocean. J Phys Oceanogr 32:2938–2954
Cai W, Sullivan A, Cowan T, Ribbe J, Shi G (2011), Simulation of the Indian Ocean Dipole: A relevant criterion for selecting models for climate projections. Geophys Res Lett 38:L03704. https://doi.org/10.1029/2010GL046242
Carton JA, Giese BS (2008) A reanalysis of ocean climate using simple ocean data assimilation (soda). Mon Weather Rev 136:2999–3017
da Silva AM, Young CC, Levitus S (1994) Atlas of Surface Marine Data 1994, Volume 1: Algorithms and Procedures. NOAA Atlas NESDIS 6, U.S. Department of Commerce, NOAA, NESDIS
Diansky NA, Zalesny VB, Moshonkin SN et al (2006) High resolution modeling of the monsoon circulation in the Indian Ocean. Oceanology 46(5):608–628. https://doi.org/10.1134/S000143700605002X
Donguy JR, Meyers G (1996) Seasonal variation of sea-surface salinity and temperature in the tropical Indian Ocean. Deep Sea Res Part I 43:117–138
Durand F, Shetye SR, Vialard J, Shankar D, Shenoi SS, Éthé C, Madec G (2004) Impact of temperature inversions on SST evolution in the South‐Eastern Arabian Sea during the pre‐summer monsoon season. Geophys Res Lett 31:L01305. https://doi.org/10.1029/2003GL018906
Dwivedi S, Srivastava A Mishra AK (2018) Upper Ocean Four-Dimensional Variational Data Assimilation in the Arabian Sea and Bay of Bengal. Marine Geodesy 41(3):230–257. https://doi.org/10.1080/01490419.2017.1405128
Dwivedi S, Mishra AK, Srivatsava A (2019) Upper ocean high resolution regional modeling of the Arabian Sea and Bay of Bengal. Acta Oceanol Sin 38:32–50. https://doi.org/10.1007/s1313-019-1439-x
Fairall CW, Bradley FE, Godfrey JS, Wick GA, Bo Edson J, Young GS (1996) Cool‐skin and warm‐layer effects on sea surface temperature. J Phys Oceanogr: Oceans 101(C1):1295–1308
George MS, Bertino L, Johannessen OM et al (2010) Validation of a hybrid coordinate ocean model for the Indian Ocean. J Oper Oceanogr 3(5):25–38
Hackert EC, Busalacchi AJ, Murtugudde R (2001) A wind comparison study using an ocean general circulation model for the 1997–1998 El Nino. J Geophys Res 106(C2):2345–2362. https://doi.org/10.1029/1999JC000055
Haidvogel DB, Arango H, Budgell WP, Cornuelle BD, Curchitser E, Di Lorenzo E, Fennel K et al (2008) Ocean forecasting interrain-following coordinates: Formulation and skill assessment of the Regional Ocean Modeling System. J Comput Phys 227:3595–3624. https://doi.org/10.1016/j.jcp.2007.06.016
Joseph PV (1990) Warm pool over the Indian Ocean and monsoon onset. Trop. Ocean. Glob. Atmos. News Lett. 53, 1-5
Joseph PV, Sooraj KP, Babu CA, Sabin TP (2005) A cold pool in the Bay of Bengal and its interaction with the active-break cycle of the monsoon. Clivar Exchanges (10):3
Kumar PS, Prasad TG (1999) Formation and spreading of Arabian Sea high salinity water mass. J Geophys Res 104:1455–1464
Kumari A, Kumar P, Dubey AK, Mishra AK, Saharwardi MS (2021) Dynamical and thermodynamical aspects of precipitation events over India. Int J Climatol. https://doi.org/10.1002/joc.7409
Kunal Chakraborty, Maity S, Lotliker AA, Samanta A, Ghosh J, Masuluri MK, Swetha N, Bright RP (2019) Modelling of marine ecosystem in regional scale for short term prediction of satellite-aided operational fishery advisories. Journal of Operational Oceanography 12 (2): S157–S175
Kurian J, Vinayachandran PN (2006) Formation mechanisms of temperature inversions in the southeastern Arabian Sea. Geophys Res Lett 33(17). https://doi.org/10.1029/2006GL027280
Large WG, McWilliams JC, Doney SC (1994) Oceanic vertical mixing: A review and a model with a nonlocal boundary layer parameterization. Reviews of Geophysics 32(4):363–403
Lee S-K, Enfield DB, Wang C (2005) Ocean general circulation model sensitivity experiments on the annual cycle of Western hemisphere warm pool. J Geophys Res 110:C09004. https://doi.org/10.1029/2004JC002640
Liu KV, Katsaros B, Businger AJ (1979), Bulk parameterization of air-sea exchanges of heat and water vapor including the molecular constraints at the interface, department of atmospheric sciences. University of Washington, Seattle 98195. DOI: https://doi.org/10.1175/1520-0469(1979)036
Locarnini RA, Mishonov AV, Antonov JI, Boyer TP, Garcia HE, Baranova OK, Zweng MM, Johnson DR (2010) World Ocean Atlas 2009, Volume 1: Temperature. S. Levitus (Eds) NOAA Atlas NESDIS 68. Washington DC: US Government Printing Office pp 184
Locarnini RA, Mishonov AV, Antonv JI, Boyer TP, Garcia HE, Baranova OK et al (2013) World ocean atlas 201. In: Levitus Technical S (ed) Temperature, vol 1. NOAA Atlas NESDIS, 73, New York, p 40
Madhupratap M, Prasanna Kumar S, Bhattathiri PMA, Kumar MD, Raghukumar S, Nair KKC, Ramaiah N (1996) Mechanisms of the biological response to winter cooling in the northeastern Arabian Sea. Nature 384:549–552
Masumoto Y, Morioka Y, Sasaki H (2008) High-resolution Indian Ocean simulation-recent advances and issues from OFES. In: Hecht MW, Hasumi H (eds) Ocean Modeling in an Eddying Regime. American Geophysical Union, Washington DC. https://doi.org/10.1029/177GM14
Mishra AK, Dwivedi S, Srivastava A (2015) High-resolution simulation of the salinity variability in the Bay of Bengal and the Arabian Sea during the years 1998–2014 using an ocean circulation model. Discovery 39(180):173–179
Mishra AK, Dwivedi S, Das S (2020) Role of Arabian Sea warming on summer monsoon rainfall variability over India using the regional climate model. Int J Climatol 40(4):2226–2238. https://doi.org/10.1002/joc.6328
Mishra AK, Dwivedi S, Di Sante F (2021a) Performance of the RegCM-MITgcm coupled regional model in simulating the Indian summer monsoon rainfall. Pure ApplGeophys. https://doi.org/10.1007/s00024-020-02648-0
Mishra AK, Kumar P, Dubey AK et al (2021b) Impact of horizontal resolution on monsoon precipitation for CORDEX-South Asia: a regional earth system model assessment. Atmos Res 259:105681. https://doi.org/10.1016/j.atmosres.2021.105681
Momin IM, Mitra AK, Mahapatra DK et al (2014) Impact of model resolutions on Indian Ocean simulations from Global NEMO Ocean Model. Indian J Geo-Marin Sci 43(9):1667–1674
Morrison JM (1997) Inter-monsoonal changes in the ts properties of the near-surfacs waters of the northern Arabian Sea. Geophys Res Lett 24:2553–2556
Neema CP, Hareeshkumar PV, Babu CA (2012) Characteristics of Arabian Sea mini warm pool and Indian summer monsoon. Clim Dyn 38:2073–2087
Pathak A, Ghosh S, Martinez JA, Dominguez F, Kumar P (2017) Role of oceanic and land moisture sources and transport in the seasonal and interannual variability of summer monsoon in India. Journal of Climate 30(5):1839–59
Penven P, Chang N, Shillington F (2006) Modelling the AgulhasCurrent using SAfE (Southern Africa Experiment). Geophys. Res. Abstr 8 Abstract 04225
Prasad TG (2004) A comparison of mixed-layer dynamics between the Arabian Sea and Bay of Ben-gal: One-dimensional model results. J Geophys Res 109:C03035. https://doi.org/10.1029/2003JC002000
Prasad TG, Ikeda M (2002a) The winter-time watermass formation in the northern Arabian Sea: a model study. J Phys Oceanogr 32:1028–1040
Prasad TG, Ikeda M (2002b) A numerical study of the seasonal of Arabian Sea high-salinity water. J Geophys Res 107(C11):3197. https://doi.org/10.1029/2001JC001139
Prasanna Kumar S, Prasad TG (1996) Winter cooling in the northern Arabian Sea. Current Science 71(11):834–841. http://www.jstor.org/stable/24098555
Prasanna Kumar S, Narvekar J, Kumar A, Shaji C, Anand P, Sabu P, Rijomon G et al (2004) Intrusion of the Bay of Bengal water into the Arabian Sea during winter monsoon and associated chemical and biological response. Geophys Res Lett 31:L15304. https://doi.org/10.1029/2004GL020247
Rahaman H, Srinivasu U, Panickal S, Durgadoo Jonathan V, Griffies SM, Ravichandran M, Bozec A et al (2020) An assessment of the Indian Ocean mean state and seasonal cycle in a suite of interannual CORE-II simulations. Ocean Modelling 145:101503
Rao RR, Sivakumar R (2000) Seasonal variability of near-surface thermal structure and heat budget of the mixed layer of the tropical Indian Ocean from a new global ocean temperature climatology. J Geophys Res 105:995–1015
Rao R, Jitendra V, GirishKumar MS, Ravichandran M, Ramakrishna SSVS (2014). International variability of the Arabian sea warm pool: Observations and governing mechanisms. Climate Dynamics, 44, 2119-2136.
Risien CM, Chelton DB (2008) A Global Climatology of Surface Wind and Wind Stress Fields from Eight Years of Quick-SCAT Scatterometer Data. J Phys Oceanogr 38:2379–2413. https://doi.org/10.1175/2008JPO3881.1
Roxy MK, Gnanaseelan C, Parekh A, Chowdary JS, Singh S, Modi A, Kakatkar R, Mohapatra S, Dhara C, Shenoi SC, Rajeevan M (2020) Indian Ocean warming, in Krishnan et al (eds) Assessment of Climate Change over the Indian Region. Singapore: Springer. https://doi.org/10.1007/978-981-15-4327-2_10
Saha K (1970) Air and water vapour transport across the equator in western Indian Ocean during northern summer Tellus 22(6):681–687
Saha K (1974) Some aspects of the Arabian Sea summer monsoon Tellus 26(4):464–476
Schott FA, McCreary Jr. JP (2001). The monsoon circulation of the Indian Ocean. Progress in Oceanography 51:1–123
Sharma R, Agarwal N, Basu S, K. Vijay KA (2007). Impact of satellite derived forcings on numerical ocean model simulations and study of sea surface salinity variations in the Indian Ocean. Journal of Climate 20:871–890
Sharma R, Agarwal N, Momin IM, Basu S, Agarwal VK (2010) Simulated sea surface salinity variability in the tropical Indian Ocean. Journal of Climate 23(24):6542–54
Sharma R, Mankad B, Agarwal N et al (2012) An assessment of two different satellite-derived precipitation products in relation to simulation of sea surface salinity in the tropical. Indian Ocean J Geophys Res 117(C7):C07001. https://doi.org/10.1029/2012JC008078
Shchepetkin AF, McWilliams JC (2003) A method for computing horizontal pressure gradient force in an oceanic model with a nonaligned vertical coordinate. J Geophys Res 108(C3):3090. https://doi.org/10.1029/2001JC001047
Shchepetkin AF, McWilliams JC (2005) The regional oceanic modeling system: a split-explicit, free-surface, topography-following-coordinate ocean model. Ocean Model 9:347–404
Shenoi SSC, Shankar D, Shetye SR (2002) Difference in heat budgets of the near-surface Arabian Sea and Bay of Bengal: implications for the summer monsoon. J Geophys Res Oceans 107(C6):5–10
Shetye S (1986) A model study of the Arabian Sea temperature. J Mar Res 44:521–542
Shetye SR, Gouveia AD, Shenoi SS, Michael GS, Sundar D, Almeida AM, Santanam K (1991) The coastal current off western India during the northeast monsoon. Deep Sea Research Part A. Oceanographic Research Papers 38(12):1517–29
Sindhu B, Suresh I, Unnikrishnan AS, Bhatkar NV, Neetu S, Michael GS (2007) Improved bathymetric datasets for the shallow water regions in the Indian Ocean. Journal of Earth System Science 116(3):261–274
Smitha BR, Sanjeevan VN, Vimalkumar KG, Revichandran C (2008) On the upwelling off the southern tip and along the west coast of India. Journal of Coastal Research (10024):95–102
Sridhar A, Laskar A, Prasad V, Sharma A, Tripathi JK, Balaji D et al (2015) Late Holocene flooding history of a tropical river in western India in response to southwest monsoon fluctuations: a multi proxy study from lower Narmada valley. Quat Int 371:181–190. https://doi.org/10.1016/j.quaint.2014.10.052
Srivastava A, Dwivedi S, AK. (2015) High-resolution numerical modeling of the Indian Ocean surface Hydrography and circulation. Discovery. 40(181):34–40
Srivastava A, Dwivedi S, Mishra AK (2016) Intercomparison of high-resolution Bay of Bengal circulation models forced with different winds. Marine Geodesy. 39:271–289
Srivastava A, Dwivedi S, Mishra AK (2018) Investigating the role of air-sea forcing on the variability of hydrography, circulation, and mixed layer depth in the Arabian Sea and Bay of Bengal. Oceanologia. 60(2):169–186
Stramma S, Brandt P, Schott F, Quadfasel D, Fisher J (2002) Winter and summer monsoon water mass, heat and freshwater transport changes in the Arabian Sea near 8˚N, Deep Sea Res. Part II 49:1173–1195
Thadathil P, Gosh AK (1992) Surface layer temperature inversion in the Arabian Sea during winter. J Oceanography 48(3):293–304
Tiwari G, Arathi R, Kumar P, Javed A, Mishra AK (2021) Post-monsoon tropical cyclones international variability over the Bay of Bengal during satellite era. Quart J Royal Meteorol Soc. https://doi.org/10.1002/qi.4189
Tomczak M, Godfrey JS (1994) Regional oceanography: an introduction. Elsevier Science Inc., Tarrytown
Vinayachandran PN, Shetye SR, Sengupta D et al (1996) Forcing mechanisms of the Bay of Bengal circulation. Curr Sci 71:753–763
Vinayachandran PN, Kurian J (2007). Hydrographic observations and model simulation of the Bay of Bengal freshwater plume. Deep-Sea Research I 54:471–486
Wang Yu, Peng L, Tianyi Li et al (2011) Climatologic comparison of HadISST1 and TMI sea surface temperature datasets. Sci China Earth Sci 54(8):1238–1247. https://doi.org/10.1007/s11430-011-4214-1
Webster PJ, Magaña VO, Palmer TN, Shukla J, Tomas RA, Yanai M et al (1998) Monsoons: processes, predictability, and the prospects for prediction. J Geophys Res Oceans 103:14451–14510. https://doi.org/10.1029/97jc02719
Wyrtki K, Bennett Edward B, Rochford David J (1971) Oceanographic atlas of the international Indian Ocean expedition. Vol. 531. Washington DC: National Science Foundation
Acknowledgements
The authors thank DST for supporting this work in the form of INSPIRE Fellowship. Also, they thank Tropical Rainfall Measuring Mission (TRMM), ECMWF, and OSCAR, respectively, for sharing TMI SST, SSS, and SSC datasets used for the analysis.
Funding
The 1st author received DST INSPIRE Fellowship from Department of Science and Technology, Ministry of Science and Technology (INSPIRE Fellowship Code No.: IF170827).
Author information
Authors and Affiliations
Contributions
Both the authors contributed equally. In the present study, the second author, who is the corresponding author, decided the study based on the objective of the PhD thesis and guided the first author on how to do it. The first author has installed and run the ROMS model and analyzed the data of model/observation on the basis of instruction that has been given from time to time by the second author. The second author prepared the framework, and the first author wrote the manuscript which was reviewed by the second author, and then the second author submitted as the corresponding author.
Corresponding author
Ethics declarations
Ethics approval
We agreed on the publication ethics.
Consent to participate
We agreed to participate in this research work as a guide and research scholar.
Consent for publication
We agreed to publish this work as in this final form.
Conflict of interest
The authors declare no competing interests.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Kushwaha, P., Pandey, V. Demonstrating the potential of regional ocean model system in simulating the upper ocean characteristic over the Arabian Sea: impact of horizontal resolution. Theor Appl Climatol 148, 427–439 (2022). https://doi.org/10.1007/s00704-022-03934-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00704-022-03934-8