Abstract
The Indo-Gangetic Plain (IGP), the source of grains for around 40% Indian population, is known as the breadbasket of India. The Indian Summer Monsoon Rainfall (ISMR) plays a vital role in the agricultural activities in this region. The rapid urbanization, land use and land cover change have significantly impacted the region’s agriculture, water resources, and socioeconomic facets. The present study has investigated the observed and regional modeling aspects of ISMR characteristics, associated extremes over the IGP, and future perspectives under the high-emission RCP8.5-scenario. Future projections suggest a 10–20% massive decrease during pre-monsoon (March–May) and earlier ISM season months (i.e., June and July). A significant 40–70% decline in mean monsoon rainfall during the June–July months in the near future (NF; 2041–2060) has been projected compared to the historical period (1986–2005). An abrupt increase of 80–170% in mean monsoon rainfall during the post-monsoon (October–December) in the far future (FF; 2080–2099) is also projected. The distribution of projected extreme rainfall events shows a decline in moderate or rather heavy events (5 or more) in NF and FF. Further, an increase in higher rainfall category events such as very heavy (5–10) and extremely heavy rainfall (5 or more) events in NF and FF under the warmer climate is found. However, the changes are less prominent during FF compared to the NF. The mean thresholds for extremely heavy rainfall may increase by 1.9–4.9% during NF and FF. Further, the evolution patterns of various quantities, such as tropospheric temperature gradient (TG), specific humidity, and mean sea level pressure, have been analyzed to understand the physical processes associated with rainfall extremes. The strengthening in TG and enhanced atmospheric moisture content in NF and FF support the intensification in projected rainfall extremes over IGP.
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The datasets generated and the codes used during the analysis for the study are available from the corresponding author upon reasonable request.
References
Adel MM (2002) Man-made climatic changes in the Ganges basin. Int J Climatol J R Meteorol Soc 22(8):993–1016
Ajayamohan R, Rao SA (2008) Indian ocean dipole modulates the number of extreme rainfall events over India in a warming environment. J Meteorol Soc Jpn Ser II 86(1):245–252
Ali H, Mishra V, Pai D (2014) Observed and projected urban extreme rainfall events in India. J Geophys Res Atmos 119(22):12–621
Amin M, Rizwan M, Alazba A (2016) A best-fit probability distribution for the estimation of rainfall in northern regions of Pakistan. Open Life Sci 11(1):432–440
Annamalai H, Sperber K (2005) Regional heat sources and the active and break phases of boreal summer intraseasonal (30–50 day) variability. J Atmos Sci 62(8):2726–2748
Ashfaq M, Cavazos T, Reboita MS et al (2021) Robust late twenty-first century shift in the regional monsoons in regcm-cordex simulations. Clim Dyn 57:1463–1488
Barde V, Nageswararao M, Mohanty U et al (2020) Characteristics of southwest summer monsoon rainfall events over east India. Theoret Appl Climatol 141:1511–1528
Bentsen M, Bethke I, Debernard JB et al (2013) The Norwegian earth system model, noresm1-m-part 1: description and basic evaluation of the physical climate. Geosci Model Dev 6(3):687–720
Bhatla R, Ghosh S, Mandal B et al (2016) Simulation of Indian summer monsoon onset with different parameterization convection schemes of regcm-4.3. Atmos Res 176:10–18
Bhatla R, Ghosh S, Mall R et al (2018) Regional climate model performance in simulating intra-seasonal and interannual variability of Indian summer monsoon. Pure Appl Geophys 175:3697–3718
Bhatla R, Ghosh S, Verma S et al (2019) Variability of monsoon over homogeneous regions of India using regional climate model and impact on crop production. Agric Res 8:331–346
Bollasina MA, Ming Y, Ramaswamy V (2011) Anthropogenic aerosols and the weakening of the south Asian summer monsoon. Science 334(6055):502–505
Boyaj A, Ashok K, Ghosh S et al (2018) The Chennai extreme rainfall event in 2015: the bay of Bengal connection. Clim Dyn 50:2867–2879
Collins M, Knutti R, Arblaster J et al (2013) Long-term climate change: projections, commitments and irreversibility. Cambridge University Press, Cambridge
Das S, Giorgi F, Giuliani G (2020) Investigating the relative responses of regional monsoon dynamics to snow darkening and direct radiative effects of dust and carbonaceous aerosols over the indian subcontinent. Clim Dyn 55:1011–1030
Dash S, Pattnayak K, Panda S et al (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
Dash S, Kulkarni MA, Mohanty U et al (2009) Changes in the characteristics of rain events in India. J Geophys Res Atmos 114(D10)
Elguindi N, Bi X, Giorgi F et al (2013) Regional climate model regcm user manual version 4.4. The Abdus Salam International Centre for Theoretical Physics, Strada Costiera, Trieste, Italy October 21(2013), p 54
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
Fadem B (2012) High-yield behavioral science. Lippincott Williams & Wilkins, Pennsylvania
Field CB, Barros V, Stocker TF et al (2012) Managing the risks of extreme events and disasters to advance climate change adaptation: special report of the intergovernmental panel on climate change. Cambridge University Press, Cambridge
Gadgil S (2003) The Indian monsoon and its variability. Annu Rev Earth Planet Sci 31(1):429–467
Ghosh S, Das D, Kao SC et al (2012) Lack of uniform trends but increasing spatial variability in observed Indian rainfall extremes. Nat Clim Chang 2(2):86–91
Ghosh S, Bhatla R, Mall R et al (2019) Aspect of ecmwf downscaled regional climate modeling in simulating Indian summer monsoon rainfall and dependencies on lateral boundary conditions. Theoret Appl Climatol 135:1559–1581
Ghosh S, Sinha P, Bhatla R et al (2022) Assessment of lead-lag and spatial changes in simulating different epochs of the Indian summer monsoon using regcm4. Atmos Res 265(105):892
Ghosh S, Miller AJ, Subramaniam AC et al (2023) Signals of northward propagating monsoon intraseasonal oscillations (misos) in the regcm4. 7 cordex-core simulation over south Asia domain. Clim Dyn:1–15
Giorgi F, Coppola E, Solmon F et al (2012) Regcm4: model description and preliminary tests over multiple cordex domains. Clim Res 52:7–29
Goswami BN, Venugopal V, Sengupta D et al (2006) Increasing trend of extreme rain events over India in a warming environment. Science 314(5804):1442–1445
Grenier H, Bretherton CS (2001) A moist pbl parameterization for large-scale models and its application to subtropical cloud-topped marine boundary layers. Mon Weather Rev 129(3):357–377
Joseph S, Sahai A, Sharmila S et al (2015) North Indian heavy rainfall event during June 2013: diagnostics and extended range prediction. Clim Dyn 44:2049–2065
Kiehl J, Hack J, Bonan G et al (1996) Description of the ncar community climate model (ccm3). technical note. Tech. rep., National Center for Atmospheric Research, Boulder, CO (United States)
Koshal AK (2014) Changing current scenario of rice-wheat system in Indo-Gangetic plain region of India. Int J Sci Res Publ 4(3):1–13
Kothyari U, Singh V, Aravamuthan V (1997) An investigation of changes in rainfall and temperature regimes of the ganga basin in India. Water Resour Manage 11:17–34
Krishnan R, Sanjay J, Gnanaseelan C et al (2020) Assessment of climate change over the Indian region: a report of the ministry of earth sciences (MOES), government of India. Springer Nature, Berlin
Kulkarni A (2012) Weakening of Indian summer monsoon rainfall in warming environment. Theoret Appl Climatol 109:447–459
Kumar KK, Rajagopalan B, Hoerling M et al (2006) Unraveling the mystery of Indian monsoon failure during el niño. Science 314(5796):115–119
Kumar A, Dudhia J, Rotunno R et al (2008) Analysis of the 26 July 2005 heavy rain event over Mumbai, India using the weather research and forecasting (wrf) model. Q J R Meteorol Soc 134(636):1897–1910
Lal P, Shekhar A, Gharun M et al (2023) Spatiotemporal evolution of global long-term patterns of soil moisture. Sci Total Environ:161470
Lau WKM, Waliser DE (2011) Intraseasonal variability in the atmosphere-ocean climate system. Springer, Berlin
Maharana P, Dimri A, Choudhary A (2020) Future changes in Indian summer monsoon characteristics under 1.5 and 2 c specific warming levels. Clim Dyn 54:507–523
Mishra V, Shah HL (2018) Hydroclimatological perspective of the Kerala flood of 2018. J Geol Soc India 92:645–650
Mishra V, Aadhar S, Asoka A et al (2016) On the frequency of the 2015 monsoon season drought in the Indo-Gangetic plain. Geophys Res Lett 43(23):12–102
Mishra AK, Dwivedi S, Das S (2020) Role of Arabian sea warming on the Indian summer monsoon rainfall in a regional climate model. Int J Climatol 40(4):2226–2238
Mukherjee S, Aadhar S, Stone D et al (2018) Increase in extreme precipitation events under anthropogenic warming in India. Weather Clim Extremes 20:45–53
Ngo-Duc T, Tangang FT, Santisirisomboon J et al (2017) Performance evaluation of regcm4 in simulating extreme rainfall and temperature indices over the cordex-southeast asia region. Int J Climatol 37(3):1634–1647
Nikumbh AC, Chakraborty A, Bhat G (2019) Recent spatial aggregation tendency of rainfall extremes over india. Sci Rep 9(1):10321
Oleson K, Lawrence D, Bonan G et al (2013) Technical description of version 4.5 of the community land model (clm)(ncar technical note no. ncar/tn-503+ str). citeseer. National Center for Atmospheric Research, PO Box 3000:555
Pai D, Rajeevan M, Sreejith O et al (2014) Development of a new high spatial resolution (0.25 \(\times\) 0.25) long period (1901–2010) daily gridded rainfall data set over India and its comparison with existing data sets over the region. Mausam 65(1):1–18
Pal JS, Small EE, Eltahir EA (2000) Simulation of regional-scale water and energy budgets: representation of subgrid cloud and precipitation processes within regcm. J Geophys Res Atmos 105(D24):29579–29594
Pant M, Ghosh S, Verma S et al (2022) Simulation of an extreme rainfall event over Mumbai using a regional climate model: a case study. Meteorol Atmos Phys 134:1–17
Pant M, Bhatla R, Ghosh S et al (2023) Will warming climate affect the characteristics of summer monsoon rainfall and associated extremes over the Gangetic plains in India? Earth Sp Sci 10(2):e2022EA002741
Parth Sarthi P, Ghosh S, Kumar P (2015) Possible future projection of Indian summer monsoon rainfall (ismr) with the evaluation of model performance in coupled model inter-comparison project phase 5 (cmip5). Global Planet Change 129:92–106
Parth Sarthi P, Kumar P, Ghosh S (2016) Possible future rainfall over Gangetic plains (gp), India, in multi-model simulations of cmip3 and cmip5. Theoret Appl Climatol 124:691–701
Pattanaik D, Rajeevan M (2010) Variability of extreme rainfall events over India during southwest monsoon season. Meteorol Appl J Forecast Pract Appl Train Tech Model 17(1):88–104
Piao S, Yin L, Wang X et al (2009) Summer soil moisture regulated by precipitation frequency in china. Environ Res Lett 4(4):044012
Rai P, Singh G, Dash S (2020) Projected changes in extreme precipitation events over various subdivisions of India using regcm4. Clim Dyn 54:247–272
Rajeevan M, Bhate J, Jaswal AK (2008) Analysis of variability and trends of extreme rainfall events over India using 104 years of gridded daily rainfall data. Geophys Res Lett 35(18)
Rajeevan M, Gadgil S, Bhate J (2010) Active and break spells of the Indian summer monsoon. J Earth Syst Sci 119:229–247
Reshma T, Varikoden H, Babu C (2021) Observed changes in Indian summer monsoon rainfall at different intensity bins during the past 118 years over five homogeneous regions. Pure Appl Geophys 178:3655–3672
Roxy MK, Ritika K, Terray P et al (2014) The curious case of Indian ocean warming. J Clim 27(22):8501–8509
Roxy MK, Ritika K, Terray P et al (2015) Drying of Indian subcontinent by rapid Indian ocean warming and a weakening land-sea thermal gradient. Nat Commun 6(1):7423
Roxy MK, Ghosh S, Pathak A et al (2017) A threefold rise in widespread extreme rain events over central India. Nat Commun 8(1):1–11
Shahi NK, Das S, Ghosh S et al (2021) Projected changes in the mean and intra-seasonal variability of the Indian summer monsoon in the regcm cordex-core simulations under higher warming conditions. Clim Dyn 57:1489–1506
Sharmila S, Joseph S, Sahai A et al (2015) Future projection of Indian summer monsoon variability under climate change scenario: an assessment from cmip5 climate models. Global Planet Change 124:62–78
Singh N, Sontakke N (2002) On climatic fluctuations and environmental changes of the Indo-Gangetic plains, India. Clim Change 52:287–313
Singh D, Tsiang M, Rajaratnam B et al (2014) Observed changes in extreme wet and dry spells during the south Asian summer monsoon season. Nat Clim Chang 4(6):456–461
Sinha R, Jain V (1998) Flood hazards of north Bihar rivers, Indo-Gangetic plains. Mem Geol Soc India:7–52
Sinha P, Mohanty U, Kar S et al (2013) Sensitivity of the gcm driven summer monsoon simulations to cumulus parameterization schemes in nested regcm3. Theoret Appl Climatol 112:285–306
Sinha P, Maurya R, Mohanty M et al (2019) Inter-comparison and evaluation of mixed-convection schemes in regcm4 for Indian summer monsoon simulation. Atmos Res 215:239–252
Stevens B, Giorgetta M, Esch M et al (2013) Atmospheric component of the mpi-m earth system model: Echam6. J Adv Model Earth Syst 5(2):146–172
Stocker T (2014) Climate change 2013: the physical science basis: working group I contribution to the fifth assessment report of the intergovernmental panel on climate change. Cambridge university press
Tabari H (2020) Climate change impact on flood and extreme precipitation increases with water availability. Sci Rep 10(1):1–10
Taylor KE, Stouffer RJ, Meehl GA (2012) An overview of cmip5 and the experiment design. Bull Am Meteor 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
Trenberth KE, Dai A, Rasmussen RM et al (2003) The changing character of precipitation. Bull Am Meteor Soc 84(9):1205–1218
Verma S, Bhatla R (2021) Performance of regcm4 for dynamically downscaling of el nino/la nina events during southwest monsoon over India and its regions. Earth Sp Sci 8(3):e2020EA001474
Verma S, Bhatla R, Ghosh S et al (2021) Spatio-temporal variability of summer monsoon surface air temperature over India and its regions using regional climate model. Int J Climatol 41(13):5820–5842
Watanabe S, Opper M (2010) Asymptotic equivalence of bayes cross validation and widely applicable information criterion in singular learning theory. J Mach Learn Res 11(12)
Wei J, Su H, Yang ZL (2016) Impact of moisture flux convergence and soil moisture on precipitation: a case study for the southern united states with implications for the globe. Clim Dyn 46:467–481
Willmott CJ (1981) On the validation of models. Phys Geogr 2(2):184–194
Acknowledgements
This work is a part of the Ph.D. dissertation of MP. The authors thank the WCRP for initiating the CORDEX project and India Meteorology Department (IMD) for providing the data used in this study. The authors sincerely thank ICTP for delivering and developing the RegCM4. The scientific calculations and data visualizations are considered using GrADS, CDO, Matlab, and R. The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
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This work is supported by an R & D project funded under DST, Govt. of India. One of the authors (RB) also acknowledges the IOE grant under Dev. scheme No. 6031(A).
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The idea of the present study is proposed by MP and SG, and is designed by SG, MP, and RB. SD provided the model-simulated data sets, and MP did the data processing. MP, SG, SD, and RB analyzed the data and visualized it by MP and SG. MP wrote the first draft, which SG subsequently modified. The work is investigated by MP, SG, and SD, and supervised by RB and RKM. All the authors have read the manuscript, provided their expertise to improve the work quality, and accepted the author’s agreement. There is no conflict of interest.
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Pant, M., Bhatla, R., Ghosh, S. et al. How climate change is affecting the summer monsoon extreme rainfall pattern over the Indo-Gangetic Plains of India: present and future perspectives. Clim Dyn 62, 1055–1075 (2024). https://doi.org/10.1007/s00382-023-06953-x
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DOI: https://doi.org/10.1007/s00382-023-06953-x