Abstract
In this study the regional earth system model RegCM-ES is applied over the South Asia CORDEX domain to improve the simulation of the variability of the Indian Summer Monsoon. RegCM-ES has been integrated for 30 years, from 1979 to 2008, with a spatial resolution of 50 km in the atmospheric component, 18 km in the ocean and 50 or 12 km in the two hydrological models used for this study. A new hydrological component, the Cetemps Hydrological Model (CHyM), is included in the coupled system composed by the regional climate model RegCM4 and the ocean model MITgcm. In our analysis we show how the two way air–sea feedback simulated by the coupled system largely improves the representation of intraseasonal (ISV) and interannual (IAV) modes of variability of the Indian Summer Monsoon Rainfall (ISMR). The comparison with the Hydrological Discharge (HD) model shows large improvements in simulating the correct amount of freshwater river discharge over the Bay of Bengal (BoB), one of the fundamental factor responsible for the formation of the shallow barrier layer (BL) over the BoB. However, the improvements in river discharge do not have a clear effect on the BL due to excessive mixing in the ocean model. The improvements in the simulation of IAV are primarily due to the ability of RegCM-ES to reproduce the Intraseasonal Oscillation modes and to the complex mechanism related to the delayed response of the ISMR to the ENSO forcing. Our results highlight the very important role of fine scale air–sea feedbacks in modulating the ISMR and the internal dynamics of this phenomenon.
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References
Abrol YP, Gadgil S (eds) (1999) Rice in a variable climate. APC Publications, New Delhi, p 243
Annamalai H, Hamilton K, Sperber KR (2007) The south asian summer monsoon and its relationship with enso in the ipcc ar4 simulations. J Clim 20(6):1071–1092
Beven KJ, Kirkby MJ (1979) A physically based, variable contributing area model of basin hydrology/Un modèle à base physique de zone d’appel variable de l’hydrologie du bassin versant. Hydrol Sci J 24(1):43–69
Boyer TP, Garcia HE, Locarnini RA, Zweng MM, Mishonov AV, Reagan JR, Antonov JI, Baranova OK, Biddle MM, Johnson DR et al (2014) 2013 world ocean atlas aids high-resolution climate studies. Eos Trans Am Geophys Union 95(41):369–370
Bracco A, Kucharski F, Molteni F, Hazeleger W, Severijns C (2007) A recipe for simulating the interannual variability of the asian summer monsoon and its relation with enso. Clim Dyn 28(5):441–460
Collins N, Theurich G, Deluca C, Suarez M, Trayanov A, Balaji V, Li P, Yang W, Hill C, Da Silva A (2005) Design and implementation of components in the earth system modeling framework. Int J High Perform Comput Appl 19(3):341–350
Coppola E, Tomassetti B, Mariotti L, Verdecchia M, Visconti G (2007) Cellular automata algorithms for drainage network extraction and rainfall data assimilation. Hydrol Sci J 52:579–592
Danabasoglu G, Yeager SG, Bailey D, Behrens E, Bentsen M, Bi D, Biastoch A, Böning C, Bozec A, Canuto VM et al (2014) North atlantic simulations in coordinated ocean-ice reference experiments phase ii (core-ii). part i: mean states. Ocean Model 73:76–107
Dash S, Shekhar M, Singh G (2006) Simulation of indian summer monsoon circulation and rainfall using regcm3. Theor Appl Climatol 86(1–4):161–172
Dash S, Mamgain A, Pattnayak K, Giorgi F (2013) Spatial and temporal variations in indian summer monsoon rainfall and temperature: an analysis based on regcm3 simulations. Pure Appl Geophys 170(4):655–674
Dee DP et al (2011) The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteorol Soc 137(656):553–597
Dickinson RE, Errico RM, Giorgi F, Bates GT (1989) A regional climate model for the western United States. Clim Change 15:383–422
Emanuel K (1991) A scheme for representing cumulus convection in large scale models. J Atmos Sci 48:2313–2335
Emanuel KA, Živković-Rothman M (1999) Development and evaluation of a convection scheme for use in climate models. J Atmos Sci 56(11):1766–1782
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
Gadgil S, Joseph P (2003) On breaks of the indian monsoon. J Earth Syst Sci 112(4):529–558
Gadgil S, Vinayachandran P, Francis P (2003) Droughts of the indian summer monsoon: role of clouds over the indian ocean. Curr Sci 85(12):1713–1719
Gadgil S, Vinayachandran P, Francis P, Gadgil S (2004) Extremes of the indian summer monsoon rainfall, enso and equatorial indian ocean oscillation. Geophys Res Lett 31:L12213. https://doi.org/10.1029/2004GL019733
Giorgi F (1990) On the simulation of regional climate using a limited area model nested in a general circulation model. J Clim 3:941–963
Giorgi F, Anyah R (2012) The road towards regcm4. Clim Res 52:3–6
Giorgi F, Gao XJ (2018) Regional earth system modeling: review and future directions. Atmos Ocean Sci Lett 11(2):189–197. https://doi.org/10.1080/16742834.2018.1452520
Giorgi F, Gutowski WJ (2015) Regional dynamical downscaling and the CORDEX initiative. Annu Rev Environ Resour. https://doi.org/10.1146/annurev-environ-102014-021217
Giorgi F, Jones C, Asrar GR et al (2009) Addressing climate information needs at the regional level: the cordex framework. World Meteorol Org Bull 58(3):175
Goswami BN, Rao S, Sengupta D, Chowdary S (2016) Monsoons to mixing in the Bay of Bengal: multiscale air–sea interactions and monsoon predictability. Oceanography 29:18–27
Grell GA, Dudhia J, Stauer DR et al (1994) A description of the fifth-generation penn state/ncar Mesoscale Model (MM5). NCAR Technical Note NCAR/TN-398+STR. https://doi.org/10.5065/D60Z716B
Griffies SM et al (2005) Formulation of an ocean model for global climate simulations. Ocean Sci 1:45–79. https://doi.org/10.5194/os-1-45-2005
Hagemann S, Dümenil L (1997) A parametrization of the lateral waterflow for the global scale. Clim Dyn 14(1):17–31
Hagemann S, Gates LD (2001) Validation of the hydrological cycle of ecmwf and ncep reanalyses using the mpi hydrological discharge model. J Geophys Res Atmos 106(D2):1503–1510
Hill C, DeLuca C, Balaji, Suarez M, Silva AD (2004a) The architecture of the earth system modeling framework. Comput Sci Eng 6(1):18–28
Hill C, DeLuca C, Balaji V, Suarez M, da Silva A, Sawyer W, Cruz C, Trayanov A, Zaslavsky L, Hallberg R et al (2004b) Implementing applications with the earth system modeling framework. In: International workshop on applied parallel computing. Springer, New York, p 563–572
Hirons LC, Klingaman NP, Woolnough SJ (2018) The impact of air–sea interactions on the representation of tropical precipitation extremes. J Adv Model Earth Syst 10(2):550–559
Holtslag AAM, De Bruijn EIF, Pan HL (1990) A high resolution air mass transformation model for short-range weather forecasting. Mon Weather Rev 118(8):1561–1575
Huffman GJ, Adler RF, Morrissey MM, Bolvin DT, Curtis S, Joyce R, McGavock B, Susskind J (2001) Global precipitation at one-degree daily resolution from multisatellite observations. J Hydrometeorol 2(1):36–50
Huffman GJ, Bolvin DT, Nelkin EJ, Wol 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
Joseph P, Sabin T (2008) An ocean–atmosphere interaction mechanism for the active break cycle of the asian summer monsoon. Clim Dyn 30(6):553–566
Ju J, Slingo J (1995) The Asian summer monsoon and ENSO. Q J R Meteorol Soc 121(525):1133–1168. https://doi.org/10.1002/qj.49712152509
Kucharski F, Bracco A, Yoo J, Molteni F (2007) Low-frequency variability of the indian monsoon–enso relationship and the tropical atlantic: the “weakening” of the 1980s and 1990s. J Clim 20(16):4255–4266
Kumar KK, Rajagopalan B, Cane MA (1999) On the weakening relationship between the indian monsoon and enso. Science 284(5423):2156–2159
Large W, McWilliams JC, Doney SC (1994) Oceanic vertical mixing: a review and a model with a nonlocal boundary layer parame- terization. Rev Geophys 32(4):363–403. https://doi.org/10.1029/94RG01872
Lawrence DM, Webster PJ (2001) Interannual variations of the intraseasonal oscillation in the south Asian summer monsoon region. J Clim 14:2910–2922
Madec G (2008) NEMO ocean engine, Notes du Pole de Modelisation 27, Inst. Pierre-Simon Laplace, Paris
Marshall J, Adcroft A, Hill C, Perelman L, Heisey C (1997a) A finite- volume, incompressible Navier Stokes model for, studies of the ocean on parallel computers. J Geophys Res C Oceans 102(C3):5753–5766
Meehl GA, Covey C, McAvaney B, Latif M, Stouffer RJ (2005) Overview of the coupled model intercomparison project. Bull Am Meteor Soc 86(1):89–93
Mishra V, Smoliak BV, Lettenmaier DP, Wallace JM (2012) A prominent pattern of year-to-year variability in Indian Summer Monsoon Rainfall. In: Proceedings of the National Academy of Sciences, vol 109, pp 7213–7217
Misra V, Mishra A, Bhardwaj A (2017) High-resolution regional coupled ocean–atmosphere simulation of the Indian summer monsoon Int. J Climatol. https://doi.org/10.1002/joc.5034
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 https://doi.org/10.1175/JCLI-D-17-0434.1
Niu GY, Yang ZL, Dickinson RE, Gulden LE (2005) A simple TOPMODEL-based runoff parameterization (SIMTOP) for use in global climate models. J Geophys Res Atmos 110:D21
Oleson KW et al (2010) Technical Description of version 4.0 of the Community Land Model (CLM), NCAR Technical Note NCAR/ TN-4781STR. https://doi.org/10.5065/D6FB50WZ
Pal J, Giorgi F, Bi X, Elguindi N, Solmon F, Gao X, Rauscher S, Francisco R, Zakey A, Winter J et al (2007a) The ictp regcm3 and regcnet: regional climate modeling for the developing world. bams 88: 1395–1409. doi: 10.1175. Technical report, BAMS-88-9-1395
Pattnayak K, Panda S, Saraswat V, Dash S (2016) Relationship between tropospheric temperature and indian summer monsoon rainfall as simulated by regcm3. Clim Dyn 46(9–10):3149–3162
Raghavan K (1973) Break-monsoon over India. Mon Weather Rev 101(1):33–43
Rajeevan M, Gadgil S, Bhate J (2010) Active and break spells of the indian summer monsoon. J Earth Syst Sci 119(3):229–247
Ramamurthy K (1969) Monsoon of India: some aspects of ‘‘Break’’ in the Indian South West Monsoon during July and August (forecasting manual, Part IV.18.3). India Meteorological Department, New Delhi
Ratnam JV, Kumar KK (2005) Sensitivity of the simulated monsoons of 1987 and 1988 to convective parameterization schemes in mm5. J Clim 18(14):2724–2743
Ratnam JV, Giorgi F, Kaginalkar A, Cozzini S (2009) Simulation of the indian monsoon using the regcm3–roms regional coupled model. Clim Dyn 33(1):119–139
Rayner N, Parker DE, Horton E, Folland C, Alexander L, Rowell D, Kent E, Kaplan A (2003) Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. J Geophys Res Atmos 108:D14
Ruti PM et al (2016) Med-CORDEX initiative for Mediterranean climate studies. Bull Am Meteorol Soc. https://doi.org/10.1175/BAMS-D-14-00176.1
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
Saji N, Goswami B, Vinayachandran P, Yamagata T (1999) A dipole mode in the tropical indian ocean. Nature 401(6751):360–363
Samala BK, Banerjee S, Kaginalkar A, Dalvi M et al (2013) Study of the indian summer monsoon using wrf–roms regional coupled model simulations. Atmos Sci Lett 14(1):20–27
Samson G, Masson S, Lengaigne M, Keerthi M, Vialard J, Pous S, Madec G, Jourdain NC, Jullien S, Menkès C et al (2014) The now regional coupled model: application to the tropical indian ocean climate and tropical cyclone activity. J Adv Model Earth Syst 6(3):700–722
Seo H, Xie S-P, Murtugudde R, Jochum M, Miller AJ (2009) Seasonal effects of indian ocean freshwater forcing in a regional coupled model. J Clim 22(24):6577–6596
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
Shchpetkin A, McWilliams J (2005) The regional ocean modeling system: a split-explicit free-surface topography following coordinates ocean model. Ocean Model 9:347–404
Shukla J (1987) Interannual variability of monsoon. In: Fein JS, Stephens PL (eds) Monsoons. Wiley, New York, pp 399–464
Sikka DR (1980) Some aspects of large-scale fluctuations of summer monsoon rainfall over India in relation to fluctuations in planetary and regional scale circulation parameters. In: Proceedings of Indian Academy of Sciences (Earth and Planetary Sciences), vol 89, pp 179–195
Sikka DR, Gadgil S (1980) On the maximum cloud zone and the ITCZ over Indian longitude during southwest monsoon. Mon Weather Rev 108:1840–1853
Sitz LE et al (2017) Description and evaluation of the earth system regional climate model (Reg CM-ES). J Adv Model Earth Syst 9:1863–1886
Skamarock WC, Klemp JB, Dudhia J, Gill DO, Barker DM, Wang W, Powers JG (2005) A description of the advanced research wrf version 2. Technical report, DTIC Document
Sperber KR, Annamalai H (2008) Coupled model simulations of boreal summer intraseasonal (3050 day) variability, part 1: systematic errors and caution on use of metrics. Clim Dyn 31:345–372
Sperber K, Palmer T (1996) Interannual tropical rainfall variability in general circulation model simulations associated with the atmospheric model intercomparison project. J Clim 9(11):2727–2750
Sperber KR, Annamalai H, Kang I-S, Kitoh A, Moise A, Turner A, Wang B, Zhou T (2013) The asian summer monsoon: an intercomparison of cmip5 vs. cmip3 simulations of the late 20th century. Clim Dyn 41(9–10):2711–2744
Taylor KE, Stouffer RJ, Meehl GA (2012) An overview of cmip5 and the experiment design. Bull Am Meteorol Soc 93(4):485–498
Tiedtke M (1989) A comprehensive mass flux scheme for cumulus parameterization in large-scale models. Mon Weather Rev 117(8):1779–1800
Turner A, Inness P, Slingo J (2007) The effect of doubled co2 and model basic state biases on the monsoon-enso system. i: mean response and interannual variability. Q J R Meteorol Soc 133(626):1143–1157
Turuncoglu UU, Giuliani G, Elguindi N, Giorgi F (2013) Modelling the Caspian Sea and its catchment area using a coupled regional atmosphere-ocean model (RegCM4-ROMS): model design and preliminary results. Geosci Model Dev 6:283–299
Umakanth U, Kesarkar AP (2017) Performance of evaluation of regional climate model to simulate sub-seasonal variability of Indian Summer Monsoon. Clim Dyn. https://doi.org/10.1007/s00382-017-3827-2
Umakanth U, Kesarkar AP, Raju A, Rao S (2015) Representation of monsoon intraseasonal oscillations in regional climate model: sensitivity to convective physics. Clim Dyn. https://doi.org/10.1007/s00382-015-2878-5
Unnikrishnan C, Rajeevan M, Rao SVB, Kumar M (2013) Development of a high resolution land surface dataset for the south asian monsoon region. Curr Sci 105(9):1235
Valcke S (2013) The OASIS3 coupler: a European climate modelling community software. Geosci Model Dev 6(2):373–388. https://doi.org/10.5194/gmd-6-373-2013
Waliser DE et al (2003) AGCM simulations of intraseasonal variability associated with the Asian summer monsoon. Clim Dyn 21:423–446
Walker GT, Bliss E (1932) World weather. V. Mem. Roy Meteor Soc 4:53–84
Wang B, Xie X (1997) A model for the boreal summer intraseasonal oscillation. J Atmos Sci 54(1):71–86
Wang B, Kang I-S, Lee J-Y (2004) Ensemble simulations of asian–australian monsoon variability by 11 agcms. J Clim 17(4):803–818
Webster PJ, Magana VO, Palmer TN, Shukla J, Tomas RT, Yanai M, Yasunari T (1998) Monsoons: processes, predictability and the prospects of prediction. J Geophys Res 103(C7):14451–14510
Webster PJ, Moore AM, Loschnigg JP, Leben RR (1999) Coupled ocean–atmosphere dynamics in the indian ocean during 1997–98. Nature 401(6751):356–360
Xie SP, Hu K, Hafner J, Tokinaga H, Du Y, Huang G, Sampe T (2009) Indian Ocean capacitor effect on Indo-Western pacific climate during the summer following El Niño. J Clim 22(3):730–747. https://doi.org/10.1175/2008JCLI2544.1
Yasunari T (1979) Cloudiness fluctuation associated with the northern hemisphere summer monsoon. J Meteorol Soc Jpn 57:227–242
Yasunari T (1980) A quasi-stationary appearance of 30–40 day period in the cloudiness fluctuation during summer monsoon over India. J Meteorol Soc Jpn 58:225–229
Zeng X, Zhao M, Dickinson R (1998) Intercomparison of bulk aerodynamic algorithms for the computation of sea surface fluxes using TOGA COARE and TAO data. J Clim 11:2628–2644
Zhou T, Turner A, Kinter J, Wang B, Qian Y, Chen X, Wu B, Wang B, Liu B, Zou L et al (2016) Gmmip (v1. 0) contribution to cmip6: Global monsoons model inter-comparison project. Geosci Model Dev 9:3589–3604
Zuo H, Balmaseda MA, Mogensen K (2017) The new eddy-permitting orap5 ocean reanalysis: description, evaluation and uncertainties in climate signals. Clim Dyn 49:791. https://doi.org/10.1007/s00382-015-2675-1
Acknowledgements
The research reported in this work was supported by OGS and CINECA under HPC-TRES program award number 2016-07. The authors thank Fred Kucharski for his help and time. Insightful discussions with him related to the ENSO-Indian Monsoon relationship helped us to expand and improve this manuscript. The authors are grateful to Marco Verdecchia from the Center of Excellence Telesensing of Environment and Model Prediction of Severe events (CETEMPS) for his valuable support with the hydrological model CHyM. The authors wish also to thank Adriano Fantini for his precious help in the development of an R interactive script used to prepare the ocean Bathymetry of this study. The latest version of the driver is retrievable through the github repository: https://github.com/uturuncoglu/RegESM, whereas the module to include the CHyM scheme has to be requested to the authors of this manuscript.
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Di Sante, F., Coppola, E., Farneti, R. et al. Indian Summer Monsoon as simulated by the regional earth system model RegCM-ES: the role of local air–sea interaction. Clim Dyn 53, 759–778 (2019). https://doi.org/10.1007/s00382-019-04612-8
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DOI: https://doi.org/10.1007/s00382-019-04612-8