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Assessment of convective parametrization schemes over the Indian subcontinent using a regional climate model

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Abstract

An effort is made to investigate the performance of convective parameterization schemes on the simulation of characteristic features of monsoon rainfall over the Indian subcontinent using a regional climate model (RegCM). The sensitivity experiments with seven different convective parameterization schemes (CPSs) are carried out for this purpose. The simulated precipitation, temperature and wind fields are compared against the available observations and reanalysis dataset. The sensitivity experiments using “Grell” and “Massachusetts Institute of Technology over land and Grell over ocean (MLGO)” CPS show better performance in the simulation of precipitation, near-surface air temperature and circulation pattern over India as compared to the experiments using other CPSs. A systematic dry bias is seen in the simulations of summer monsoon rainfall in all the experiments, but the magnitude of the bias is lowest in the MLGO experiment. The Grell and MLGO experiments also show better performance in the simulation of seasonal cycle of summer monsoon rainfall. The relative performance of CPSs in simulating the vertical structure of temperature anomaly, relative vorticity anomaly and divergence anomaly associated with the summer monsoon rainfall over the Central Indian region is also investigated.

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References

  • Ali S, Dan L, Fu C, Yang Y (2015) Performance of convective parameterization schemes in Asia using RegCM: simulations in three typical regions for the period 1998-2002. Adv Atmos Sci 32(5):715–730

    Article  Google Scholar 

  • Bhaskar Rao DV, Ashok K, Yamagata T (2004) A numerical simulation study of the Indian summer monsoon of 1994 using NCAR MM5. J Meteorol Soc Jpn 82(6):1755–1775

    Article  Google Scholar 

  • Bhaskaran BR, Jones G, Murphy JM, Noguer M (1996) Simulations of the Indian summer monsoon using a nested regional climate model: domain size experiments. Clim Dyn 12:573–578

    Article  Google Scholar 

  • Bhaskaran B, Murphy JM, Jones RG (1998) Intraseasonal oscillation in the Indian summer monsoon simulated by global and nested regional climate models. Mon Weather Rev 126:3124–3134

    Article  Google Scholar 

  • Bhate J, Unnikrishnan CK, Rajeevan M (2012) Regional climate model simulations of the 2009 Indian summer monsoon. Indian J Radio & Space Phys 41:488–500

    Google Scholar 

  • Browne NA, Sylla MB (2012) Regional climate model sensitivity to domain size for the simulation of the West African summer monsoon rainfall. Int J Geophys 2012:1–17. https://doi.org/10.1155/2012/625831

    Article  Google Scholar 

  • Choudhury AD, Krishnan R (2011) Dynamical response of the South Asian monsoon trough to latent heating from stratiform and con-vective precipitation. J Atmos Sci 68:1347–1363

    Article  Google Scholar 

  • Chow KC, Chan JC (2010) A dual-scheme approach of cumulus parameterization for simulating the Asian summer monsoon. Meteorol Appl 17:287–297

    Google Scholar 

  • Chu JH, Yanai M, Sui CH (1981) Effects of cumulus convection on the vorticity field in the tropics. J Meteorol Soc Jpn 59:535–546

    Article  Google Scholar 

  • Dash SK, Shekar MS, Singh GP (2006) Simulation of Indian summer monsoon circulation and rainfall using RegCM3. Theor Appl Climatol 86:161–172

    Article  Google Scholar 

  • Dash SK, Mamgain A, Pattnayak KC, 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

    Article  Google Scholar 

  • Dash SK, Pattnayak KC, Panda SK, Vaddi D, Mamgain A (2015) Impact of domain size on the simulation of Indian summer monsoon in RegCM4 using mixed convection scheme and driven by HadGEM2:Impact of domain size on ISM simulations. Clim Dyn 44:961–975

    Article  Google Scholar 

  • Denis B, Laprise R, Caya D, Cote J (2002) Downscaling ability of one-way nested regional climate models: the Big-Brother experiment. Clim Dyn 18(8):627–646

    Article  Google Scholar 

  • Dickinson RE, Henderson-Sellers A, Kennedy PJ (1993) Biosphere-atmosphere transfer scheme (BATS) version 1e as coupled to the NCAR Community Climate Model. NCAR technical note NCAR/TN-387+STR, NCAR, Boulder, 72 pp

  • Dobler A, Ahrens B (2010) Analysis of the Indian summer monsoon system in the regional climate model COSMO-CLM. J Geophys Res 115:D16101

    Article  Google Scholar 

  • Dobler A, Ahrens B (2011) Four climate change scenarios for the Indian summer monsoon by the regional climate model COSMO-CLM. J Geophys Res 116:D24104. https://doi.org/10.1029/2011JD016329

    Article  Google Scholar 

  • Dwivedi S, Mittal AK (2007) Forecasting the duration of active and break spells in intrinsic mode functions of Indian monsoon intraseasonal oscillations. Geophys Res Lett 34(16). https://doi.org/10.1029/2007GL030540

  • Dwivedi S, Mittal AK, Goswami BN (2006) An empirical rule for extended range prediction of duration of Indian summer monsoon breaks. Geophys Res Lett 33(18). https://doi.org/10.1029/2006GL027035

  • Dwivedi S, Goswami BN, Kucharski F (2015) Unraveling the missing link of ENSO control over the Indian monsoon rainfall. Geophys Res Lett 42(19):8201–8207

    Article  Google Scholar 

  • Elguindi N, Bi X, Giorgi F, Nagarajan B, Pal J, Solmon F et al (2014) Regional climate model RegCM reference manual version 4.5

  • Emanuel KA, Zivkovic-Rothman M (1999) Development and evaluation of a convection scheme for use in climate models. J Atmos Sci 56:1766–1782

    Article  Google Scholar 

  • Feng J, Fu C (2006) Inter-comparison of 10-year precipitation simulated by several RCMs for Asia. Adv Atmos Sci 23(4):531–542

    Article  Google Scholar 

  • Feng J, Lee DK, Fu C, Tang J, Sato Y, Kato H, Mcgregor JL, Mabuchi K (2011) Comparison of four ensemble methods combining regional climate simulations over Asia. Meteorog Atmos Phys 111(1–2):41–53

    Article  Google Scholar 

  • Feng J, Wang Y, Fu C (2013) The common principle component analyses of multi RCMs. Atmos Ocean Sci Lett 6:14–20

    Article  Google Scholar 

  • Findlater J (1969) A major low-level air current near the Indian Ocean during the northern summer. Q J R Meteorol Soc 95:362–380

    Article  Google Scholar 

  • Flato G, Marotzke J, Abiodun B, Braconnot P, Chou SC, Collins WJ, Cox P, Driouech F, Emori S, Eyring V, Forest C (2013) Evaluation of Climate Models. In: Stocker TF, & more (Eds) Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Clim Change 5:741–866. Cambridge University Press

  • Fritsch JM, Chappell CF (1980) Numerical prediction of convectively driven mesoscale pressure systems. Part I: convective parameterization. J Atmos Sci 37:1722–1733

    Article  Google Scholar 

  • Fu C, Wang S, Xiong Z, Gutowski WJ, Lee DK, McGregor JL, Sato Y, Kato H, Kim JW, Suh MS (2005) Regional climate model intercomparison project for Asia. Bull Am Meteorol Soc 86(2):257–266

    Article  Google Scholar 

  • Gao XJ, Shi Y, Zhang DF (2012) Uncertainties of monsoon precipitation projection over China: results from two high resolution RCM simulations. Clim Res 52:213–226

    Article  Google Scholar 

  • Gao XJ, Wang ML, Giorgi F (2013) Climate change over China in the 21st century as simulated by BCC_CSM1.1-RegCM4.0. Atmos Ocean Sci Lett 6(5):381–386

    Article  Google Scholar 

  • Ghosh S, Bhatla R, Mall RK et al (2018) Aspect of ECMWF downscaled regional climate modeling in simulating Indian summer monsoon rainfall and dependencies on lateral boundary conditions. Theor Appl Climatol. https://doi.org/10.1007/s00704-018-2432-6

  • Giorgi F, Mearns LO (1999) Introduction to special section: regional climate modeling revisited. J Geophys Res 104(D6):6335–6352

    Article  Google Scholar 

  • Giorgi F, Marinucci MR, Bates GT (1993) Development of a second generation regional climate model (REGCM2). Part I: boundary layer and radiative transfer processes. Mon Weather Rev 121(10):2794–2813

    Article  Google Scholar 

  • Giorgi F, Jones C, Asrar GR et al (2009) Addressing climate information needs at the regional level: the cordex framework. WMO Bulletin 58(3):175

    Google Scholar 

  • Goswami BN (2005) South Asian monsoon. In: Lau WKM, Waliser DE (eds) Intraseasonal variability of the atmosphere-ocean climate system. Springer, Berlin chap. 2: 19–61

    Google Scholar 

  • Goswami BB, Mani NJ, Mukhopadhyay P, Waliser DE, Benedict JJ, Maloney ED, Khairoutdinov M, Goswami BN (2011) Monsoon intraseasonal oscillations as simulated by the superparameterized Community Atmosphere Model. J Geophys Res 116, D22104. https://doi.org/10.1029/2011JD015948

  • Goswami BN, Krishnamurthy V, Annamalai H (1999) A broad-scale circulation index for the interannual variability of the Indian summer monsoon. Q J R Meteorol Soc 125:611–633

    Article  Google Scholar 

  • Grell GA (1993) Prognostic evaluation of assumptions used by cumulus parameterizations. Mon Weather Rev 121(3):764–787

    Article  Google Scholar 

  • Grell GA, Dudhia J, Stauffer DR (1994) Description of the fifth generation Penn State/NCAR Mesoscale Model (MM5), Tech. Rep. TN-398+STR, NCAR, Boulder, pp 121

  • Hariprasad D, Venkata SC, Venkata BRD, Anjaneyulu Y (2011) Simulation of Indian monsoon extreme rainfall events during the decadal period 2000–2009 using a high resolution mesoscale model. Adv Geosci A 6:31–48

    Google Scholar 

  • Harris I, Jones PD, Osborn TJ, Lister DH (2014) Updated high-resolution grids of monthly climatic observations-the CRU TS3.10 dataset. Int J Climatol 34(3):623–642

    Article  Google Scholar 

  • Hartmann DL, Kristin L (2002) An important constraint on tropical cloud-climate feedback. Geophys Res Lett 29:20. https://doi.org/10.1029/2002GL015835

    Article  Google Scholar 

  • Holopainen EO, Oort AH (1981) On the role of large-scale transient eddies in the maintenance of the vorticity and enstrophy of the time-mean atmospheric flow. J Atmos Sci 38(2):270–280

    Article  Google Scholar 

  • Holtslag AAM, de Bruijn EIF, Pan HL (1990) A high resolution air mass transformation model for short-range weather forecasting. Mon Weather Rev 118:1561–1575

    Article  Google Scholar 

  • Hong S, Choi J (2006) Sensitivity of the simulated regional climate circulations over East Asia in 1997 and 1998 summers to three convective parameterization schemes. J Korean Meteor Soc 42:361–378

    Google Scholar 

  • Huffman GJ, Bolvin DT (2013) Version 1.2 GPCP one-degree daily precipitation data set documentation. GPCP. [Available online at ftp://rsd.gsfc.nasa.gov/pub/1dd-v1.2/1DD_v1.2_doc.Pdf]

  • Joseph PV, Raman PL (1966) Existence of low level westerly jet stream over peninsular India during July. Indian J Meteorol Geophys 17(1):407–410

    Google Scholar 

  • Kalnay E, Kanamitsu M, Kistler R, Collins W, Deaven D, Gandin L, Iredell M, Saha S, White G, Woollen J, Zhu Y, Chelliah M, Ebisuzaki W, Higgins W, Janowiak J, Mo KC, Ropelewski C, Wang J, Leetmaa A, Reynolds R, Jenne R, Joseph D (1996) The NMC/NCAR 40-Year Reanalysis Project. Bull Am Meteorol Soc 77:437–471

    Article  Google Scholar 

  • Kang S, Im ES, Ahn JB (2014) The impact of two land-surface schemes on the characteristics of summer precipitation over East Asia from the RegCM4 simulations. Int J Climatol 34:3986–3997. https://doi.org/10.1002/joc.3998

    Article  Google Scholar 

  • Kiehl JT, Hack JJ, Bonan GB, Boville BA, Briegleb BP, Williamson DL, Rasch PJ (1996) Description of the NCAR Community Climate Model (CCM3), NCAR Tech. note/TN-420+STR, 152pp. Natl. Cent. For Atmos. Res., Boulder, CO (United States). Climate and Global Dynamics Div

  • Kripalani RH, Oh JH, Kulkarni A, Sabade SS, Chaudhari HS (2007) South Asian summer monsoon precipitation variability: coupled climate model simulations and projections under IPCCAR4. Theor Appl Climatol 90:133–159. https://doi.org/10.1007/s00704-006-0282-0

    Article  Google Scholar 

  • Kumar KK, Hoerling M, Rajagopalan B (2005) Advancing dynamical prediction of Indian monsoon rainfall. Geophys Res Lett 32(8):L08704. https://doi.org/10.1029/2004GL021979 4

    Google Scholar 

  • Lee DK, Suh MS (2000) Ten year East Asian summer monsoon simulation using a regional climate model (RegCM2). J Geophys Res 105:29565–29577

    Article  Google Scholar 

  • Leung LR, Qian Y, Bian X, Washington WM, Han J, Roads JO (2004) Mid-century ensemble regional climate change scenarios for the Western United States. Clim Chang 62:75–113

    Article  Google Scholar 

  • Lucas-Picher P, Christensen JH, Saeed F, Kumar P, Asharaf S, Ahrens B, Wiltshire A, Jacob D, Hagemann S (2011) Can regional climate models represent the Indian monsoon? J Hydrometeorol 12(5):849–868

    Article  Google Scholar 

  • Maharana P, Dimri AP (2014) Study of seasonal climatology and interannual variability over India and its sub-regions using a regional climate model (RegCM3). J Earth Sys Sci 123(5):1147–1169

    Article  Google Scholar 

  • Maharana P, Dimri AP (2016) Study of intraseasonal variability of Indian summer monsoon using a regional climate model. Clim Dyn 46(3–4):1043–1064

    Article  Google Scholar 

  • Medeiros B, Stevens B (2011) Revealing differences in GCM representations of low clouds. Clim Dyn 36(1–2):385–399

    Article  Google Scholar 

  • Mukhopadhyay P, Taraphdar S, Goswami BN, Krishna KK (2010) Indian summer monsoon precipitation climatology in a high resolution regional climate model: impact of convective parameterization on systematic biases. Weather Forecast 25:369–387

    Article  Google Scholar 

  • Niu X, Wang S, Tang J, Lee DK, Gutowski W, Dairaku K, McGregor J, Katzfey J, Gao X, Wu J, Hong S (2015) Projection of Indian summer monsoon climate in 2041-2060 by multiregional and global climate models. J Geophys Res 120(5):1776–1793

    Google Scholar 

  • Pal JS, Small E, Eltahir E (2000) Simulation of regional-scale water and energy budgets: representation of subgrid cloud and precipitation processes within RegCM. Geophys Res Lett 105:29579–29594

    Article  Google Scholar 

  • Pal JS, Giorgi F, Bi X, Elguindi N, Solmon F, Gao X, Francisco R, Zakey A, Winter J, Ashfaq M, Syed F, Bell J, Diffenbaugh N, Karmacharya J, Konare A, Martinez D, Porfirio da Rocha R, Sloan L, Steiner A (2006) The ICTP RegCM3 and RegCNET: regional climate modeling for the developing world. Bull Am Meteorol Soc 88:1395–1409

    Article  Google Scholar 

  • Pattnayak KC, Panda SK, Dash SK (2013) Comparative study of regional rainfall characteristics simulated by RegCM3 and recorded by IMD. Glob Planet Chang 106:111–122

    Article  Google Scholar 

  • Pattnayak KC, Dash SK, Panda SK (2016a) Indian summer monsoon circulation in the warming atmosphere. LAP Lambert Academic

  • Pattnayak KC, Panda SK, Vaishali S, Dash SK (2016b) Relationship between tropospheric temperature and Indian summer monsoon rainfall as simulated by RegCM3. Clim Dyn 46:3149–3162

    Article  Google Scholar 

  • Pattnayak KC, Panda SK, Saraswat V, Dash SK (2017) Assessment of two versions of regional climate model in simulating the Indian summer monsoon over South Asia CORDEX domain. Clim Dyn 1–13. https://doi.org/10.1007/s00382-017-3792-9

  • Rajalakshmi D, Jagannathan R, Geethalakshmi V (2013) Comparative performance of RegCM model versions in simulating climate change projection over Cauvery delta zone. Indian J Sci Technol 6(8):5115–5119

    Google Scholar 

  • Rajeevan M, Gadgil S, Bhate J (2010) Active and break spells of Indian summer monsoon. J Earth Syst Sci 119:229–247

    Article  Google Scholar 

  • Rajeevan M, Rohini P, Niranjan KK, Srinivasan J, Unnikrishnan CK (2013) A study of vertical cloud structure of the Indian summer monsoon using CloudSat data. Clim Dyn 40:637–650

    Article  Google Scholar 

  • Raju A, Parekh A, Gnanaseelan C (2014) Evolution of vertical moist thermodynamic structure associated with the Indian summer monsoon in a regional climate model. Pure Appl Geophys 171:1499–1518. https://doi.org/10.1007/s00024-013-0697-3

    Article  Google Scholar 

  • Raju A, Parekh A, Chowdary JS, Gnanaseelan C (2015a) Assessment of the Indian summer monsoon in the WRF regional climate model. Clim Dyn 44:3077–3100

    Article  Google Scholar 

  • Raju PVS, Bhatla R, Almazroui M, Assiri M (2015b) Performance of convection schemes on the simulation of summer monsoon features over the South Asia CORDEX domain using RegCM-4.3. Int J Climatol 35(15):4695–4706

    Article  Google Scholar 

  • 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

    Article  Google Scholar 

  • Reynolds RW, Rayner NA, Smith TM, Stokes DC, Wang W (2002) An improved in situ and satellite SST analysis for climate. J Clim 15(13):1609–1625

    Article  Google Scholar 

  • Rupa Kumar K, Sahai AK, Krishna Kumar K, Patwardhan SK, Mishra PK, Revadekar JV, Kamala K, Pant GB (2006) High-resolution climate change scenarios for India. Curr Sci 90:334–345

    Google Scholar 

  • Saeed F, Hagemann S, Jacob D (2012) A framework for the evaluation of the South Asian summer monsoon in a regional climate model applied to REMO. Int J Climatol 32:430–440

    Article  Google Scholar 

  • Sardeshmukh PD, Held IM (1984) The vorticity balance in the tropical upper troposphere of a general circulation model. J Atmos Sci 41(5):768–778

    Article  Google Scholar 

  • Singh GP, Oh JH, Kim JY, Kim OY (2006) Sensitivity of summer monsoon precipitation over East Asia to convective parameterization schemes in RegCM3. SOLA 2:29–32

    Article  Google Scholar 

  • Srinivas CV, Hariprasad D, Bhaskar RDV, Anjaneyulu Y, Baskarana R, Venkataramana B (2012) Simulation of the Indian summer monsoon regional climate using advanced research WRF model. Int J Climatol 33(5):1195–1210

    Article  Google Scholar 

  • Srinivas CV, Hariprasad D, Bhaskar RDV, Anjaneyulu Y, Baskaran R, Venkatraman B (2013) Simulation of the Indian summer monsoon regional climate using advanced research WRF mode. Int J Climatol 33:1195–1210

    Article  Google Scholar 

  • Tiedtke M (1989) A comprehensive mass flux scheme for cumulus parameterization in large-scale models. Mon Weather Rev 117:1779–1800

    Article  Google Scholar 

  • Torma C, Giorgi F (2014) Assessing the contribution of different factors in regional climate model projections using the factor separation method. Atmos Sci Lett 15(4):239–244

    Google Scholar 

  • Umakanth U, Kesarkar AP, Raju A, Rao SVB (2016) Representation of monsoon intraseasonal oscillations in regional climate model: sensitivity to convective physics. Clim Dyn 47(3–4):895–917

    Article  Google Scholar 

  • Uppala SM, Kallberg PW, Simmons AJ, Andrae U, Bechtold VD, Fiorino M, Gibson JK, Haseler J, Hernandez A, Kelly GA, Li X (2005) The ERA-40 re-analysis. Q J R Meteorol Soc 131(612):2961–3012

    Article  Google Scholar 

  • Vernekar AD, Ji Y (1999) Simulation of the onset and intraseasonal variability of two contrasting summer monsoons. J Clim 12:1707–1725

    Article  Google Scholar 

  • Waliser DE et al (2003) AGCM simulations of intraseasonal variability associated with the Asian summer monsoon. Clim Dyn 21:423–446

    Article  Google Scholar 

  • Wang W, Seaman NL (1997) A comparison study of convective parameterization schemes in a mesoscale model. Mon Weather Rev 125(2):252–278

  • Webb MJ, Lambert FH, Gregory JM (2013) Origins of differences in climate sensitivity, forcing and feedback in climate models. Clim Dyn 40(3–4):677–707

    Article  Google Scholar 

  • 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(624):749–764

    Article  Google Scholar 

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Acknowledgments

AKM is thankful to DST for providing the Junior Research Fellowship. SD is thankful to MoES/DST, Government of India, for the financial assistance in the form of research projects. We thankfully acknowledge the ICTP for providing the regional climate model RegCM4.5. Thanks are also due to respective agencies of the NCEP, CRU, GPCP, ECMWF ERA-Interim and OISST data products for providing these datasets freely available.

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  1. K Banerjee Centre of Atmospheric and Ocean Studies and M N Saha Centre of Space Studies, University of Allahabad, Allahabad, UP, 211002, India

    Alok Kumar Mishra & Suneet Dwivedi

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Mishra, A.K., Dwivedi, S. Assessment of convective parametrization schemes over the Indian subcontinent using a regional climate model. Theor Appl Climatol 137, 1747–1764 (2019). https://doi.org/10.1007/s00704-018-2679-y

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