Abstract
This study presents the reversal nature in rainfall over heavy rainfall zone (HRZ; more than 80% of the long period average (LPA) of the Indian summer monsoon rainfall (ISMR)) and low rainfall zone (LRZ; less than 40% of ISMR-LPA) in India. The India Meteorological Department (IMD) high-resolution (0.25° × 0.25°) dataset is used from 1901 to 2016. The single and multiple change-point detection techniques are used to find the change in rainfall patterns over both regions. Further, the study period is divided into two halves P1 (1901–1958) and P2 (1959–2016) to examine the change in rainfall patterns in the recent and past periods. In P2, the rainfall pattern gets reversed, and ISMR has shown a significant increasing (decreasing) trend over the LRZ (HRZ). The increasing/decreasing number of moderate- and high-intensity rainfall events is one of the causes for this reversal pattern. Additionally, the number of dry days is increased over the HRZ and decreased over the LRZ. This study further confirms that the “dry becomes drier and wet becomes wetter” paradigm is not solely acceptable for India. The present study provides information about changes in dry days and ISMR variability in the context of climate change, which will be useful to agricultural risk management, water resources, drought monitoring, model developers, and policy planner on the adaptation strategies for climate change.









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The datasets used for representing the results will be available from the principal author on request.
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References
Aminikhanghahi S, Cook DJ (2017) A survey of methods for time series change point detection. Knowl Inf Syst 51(2):339–367
Ashok K, Guan Z, Yamagata T (2001) Impact of the Indian Ocean dipole on the relationship between the Indian monsoon rainfall and ENSO. Geophys Res Lett 23:4499–4502. https://doi.org/10.1029/2001GL013294
Barde V, Nageswararao MM, Mohanty UC, Panda RK, Ramadas M (2020) Characteristics of southwest summer monsoon rainfall events over East India. Theoret Appl Climatol 141(3):1511–1528
Bhandari S, Srivastava R, Mehta V (2016) Long-term changes in the within-season temporal profile of southwest monsoon over western India. J Earth Syst Sci 125(7):1313–1319
Bollasina MA (2014) Hydrology: Probing the monsoon pulse. Nat Clim Chang 4(6):422–423
Cai W, Santoso A, Wang G, Weller E, Wu L, Ashok K, Masumoto Y, Yamagata T (2014) Increased frequency of extreme Indian Ocean Dipole events due to greenhouse warming. Nature 510(7504):254–258
Dave H, James ME, Ray K (2017) Trends in intense rainfall events over Gujarat State (India) in the warming environment using gridded and conventional data. International Journal of Applied Environmental Sciences 12(5):977–998
Dash SK, Kulkarni MA, Mohanty UC, Prasad K (2009) Changes in the characteristics of rain events in India. J Geophys Res Atmos 114(D10). https://doi.org/10.1029/2008JD010572
Deni SM, Jemain AA, Ibrahim K (2008) The spatial distribution of wet and dry spells over Peninsular Malaysia. Theoret Appl Climatol 94(3–4):163–173
Ding Y, Sikka DR (2006) Synoptic systems and weather. In The Asian Monsoon (pp. 131–201). Springer, Berlin, Heidelberg
Duncan JA, Dash J, Atkinson PM (2013) Analysing temporal trends in the Indian Summer Monsoon and its variability at a fine spatial resolution. Clim Change 117(1–2):119–131
Field CB, Barros V, Stocker TF, Dahe Q (eds) (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
Gadgil S (2007) The Indian Monsoon. Resonance 12(5):4–20
Gadgil S (2018) The monsoon system: land-sea breeze or the ITCZ? J Earth Syst Sci 127(1):1
Gadgil S, Francis PA, Vinayachandran PN (2019) Summer monsoon of 2019: understanding the performance so far and speculating about the rest of the season. Curr Sci 117(5):783
Gajbhiye S, Meshram C, Mirabbasi R, Sharma SK (2016) Trend analysis of rainfall time series for Sindh river basin in India. Theoret Appl Climatol 125(3–4):593–608
Ghasemi A, Zahediasl S (2012) Normality tests for statistical analysis: a guide for non-statisticians. Int J Endocrinol Metab 10(2):486
Goswami BN, Mohan RA (2001) Intraseasonal oscillations and interannual variability of the Indian summer monsoon. J Clim 14(6):1180–1198
Goswami BN, Venugopal V, Sengupta D, Madhusoodanan MS, Xavier PK (2006) Increasing trend of extreme rain events over India in a warming environment. Science 314(5804):1442–1445
Goyal MK (2014) Statistical analysis of long term trends of rainfall during 1901-— 2002 at Assam. India Water Resources Management 28(6):1501–1515
Guhathakurta P, Saji E (2013) Detecting changes in rainfall pattern and seasonality index vis-a-vis increasing water scarcity in Maharashtra. J Earth Syst Sci 122(3):639–649
Guhathakurta P, Rajeevan M, Sikka DR, Tyagi A (2015) Observed changes in southwest monsoon rainfall over India during 1901–2011. Int J Climatol 35(8):1881–1898
Kang HM, Yusof F (2012) Homogeneity tests on daily rainfall series. Int J Contemp Math Sciences 7(1):9–22
Kothawale DR, Rajeevan M (2017) Monthly, seasonal, annual rainfall time series for all-India, homogeneous regions, meteorological subdivisions: 1871-2016. Research Report No. RR-138 (ISSN 0252-1075), Contribution from IITM, ESSO/IITM/STCVP/SR/02(2017)/189. https://www.tropmet.res.in/~lip/Publication/RR-pdf/RR-138.pdf
Krishan G, Chandniha SK, Lohani AK (2015) Rainfall trend analysis of Punjab, India using statistical non-parametric test. Current World Environment 10(3):792–800
Krishnan R, Sanjay J, Gnanaseelan C, Mujumdar M, Kulkarni A, Chakraborty S (2020) Assessment of climate change over the Indian region: a report of the ministry of earth sciences (MoES), Government of India. Springer Nature, p. 226. https://doi.org/10.1007/978-981-15-4327-2
Krishnamurti TN, Sinha MC, Jha B, Mohanty UC (1998) A study of South Asian monsoon energetics. J Atmos Sci 55(15):2530–2548
Kulkarni A (2012) Weakening of Indian summer monsoon rainfall in warming environment. Theoret Appl Climatol 109(3–4):447–459
Kumar V, Jain SK, Singh Y (2010) Analysis of long-term rainfall trends in India. Hydrol Sci J J des Sci Hydrol 55(4):484–496
Martinez MD, Serra C, Burguefio A, Lana X (2010) Time trends of daily maximum and minimum temperatures in Catalonia (ne Spain) for the period 1975–2004. International Journal of Climatology: A Journal of the Royal Meteorological Society 30(2):267–290
Matthews T, Mullan D, Wilby RL, Broderick C, Murphy C (2016) Past and future climate change in the context of memorable seasonal extremes. Clim Risk Manag 11:37–52
Ministry of Finance, Government of India (2018) Climate change and agriculture in economic survey 2017–2018, chapter 6, 82–101. Government of India. https://mofapp.nic.in/economicsurvey/economicsurvey/pdf/082-101_Chapter_06_ENGLISH_Vol_01_2017-18.pdf
Mishra AK, Nagaraju V, Rafiq M, Chandra S (2019) Evidence of links between regional climate change and precipitation extremes over India. Weather 74(6):218–221
Mishra V, Smoliak BV, Lettenmaier DP, Wallace JM (2012) A prominent pattern of year-to-year variability in Indian Summer Monsoon Rainfall. Proc Natl Acad Sci 109(19):7213–7217
Mohanty UC, Nageswararao MM, Sinha P, Nair A, Singh A, Rai RK, Kar SC, Ramesh KJ, Singh KK, Ghosh K, Rathore LS (2019) Evaluation of performance of seasonal precipitation prediction at regional scale over India. Theoret Appl Climatol 135(3–4):1123–1142
Mohanty UC, Raju PVS, Bhatla R (2005) A study on climatological features of the Asian summer monsoon: dynamics, energetics and variability. Pure Appl Geophys 162(8–9):1511–1541
Nageswararao MM, Mohanty UC, Ramakrishna SVS, Nair A, Prasad SK (2016) Characteristics of winter precipitation over Northwest India using high-resolution gridded dataset (1901–2013). Global Planet Change 147:67–85
Nageswararao MM, Sannan MC, Mohanty UC (2019a) Characteristics of various rainfall events over South Peninsular India during northeast monsoon using high-resolution gridded dataset (1901–2016). Theoret Appl Climatol 137(3–4):2573–2593
Nageswararao MM, Sinha P, Mohanty UC, Panda RK, Dash GP (2019b) Evaluation of district-level rainfall characteristics over Odisha using high-resolution gridded dataset (1901–2013). SN Applied Sciences 1(10):1211
Naidu CV, Krishna KM, Rao SR, Kumar OB, Durgalakshmi K, Ramakrishna SSVS (2011) Variations of Indian summer monsoon rainfall induce the weakening of easterly jet stream in the warming environment? Global Planet Change 75(1–2):21–30
Paeth H, Steger C, Merkenschlager C (2013) Climate change—it's all about probability. Erdkunde, pp 203–222. https://www.jstor.org/stable/23597152?casa_token=qb1kV2hILT4AAAAA%3As7jnmsqSr6rDzXSNFr9Sz13ERHlFoLwQ8qL_36t6pqKp5wWMCUHtb5Cx1bNi4cEhkJDFYGjxYmPnNpVK2Y3qt3LMBKGF9esN7VVnmbUNC1UgFGIbp8o&seq=1#metadata_info_tab_contents
Pai DS, Sridhar L, Rajeevan M, Sreejith OP, Satbhai NS, Mukhopadhyay B (2014) Development of a new high spatial resolution (0.25x 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
Panda DK, Kumar A (2014) The changing characteristics of monsoon rainfall in India during 1971–2005 and links with large scale circulation. Int J Climatol 34(15):3881–3899
Paul S, Ghosh S, Oglesby R, Pathak A, Chandrasekharan A, Ramsankaran RAAJ (2016) Weakening of Indian summer monsoon rainfall due to changes in land use land cover. Sci Rep 6(1):1–10
Preethi B, Mujumdar M, Kripalani RH, Prabhu A, Krishnan R (2017) Recent trends and tele-connections among South and East Asian summer monsoons in a warming environment. Clim Dyn 48(7–8):2489–2505
Prathipati VK, CV, N. and Konatham, P. (2019) Inconsistency in the frequency of rainfall events in the Indian summer monsoon season. Int J Climatol 39(13):4907–4923
Rajeevan M, Gadgil S, Bhate J (2010) Active and break spells of the Indian summer monsoon. J Earth Syst Sci 119(3):229–247
Rajendran K, Kitoh A, Srinivasan J, Mizuta R, Krishnan R (2012) Monsoon circulation interaction with Western Ghats orography under changing climate. Theoret Appl Climatol 110(4):555–571
Ramarao MVS, Sanjay J, Krishnan R, Mujumdar M, Bazaz A, Revi A (2019) On observed aridity changes over the semiarid regions of India in a warming climate. Theoret Appl Climatol 136(1–2):693–702
Rao BS, Rao DB, Rao VB (2004) Decreasing trend in the strength of Tropical Easterly Jet during the Asian summer monsoon season and the number of tropical cyclonic systems over Bay of Bengal. Geophys Res Lett 31(14). https://doi.org/10.1029/2004GL019817
Rao VB, Franchito H, Gerdlamo ROP, Giarolla E, Ramakrishna SSVS, Rao BRS, Naidu CV (2016) Himalayan warming and climate change in India. Am J Clim Chang 5(4):558–574
Ross RS, Krishnamurti TN, Pattnaik S, Pai DS (2018) Decadal surface temperature trends in India based on a new high-resolution data set. Sci Rep 8(1):1–10
Roxy MK, Ghosh S, Pathak A, Athulya R, Mujumdar M, Murtugudde R, Terray P, Rajeevan M (2017) A threefold rise in widespread extreme rain events over central India. Nat Commun 8(1):1–11
Roxy MK, Ritika K, Terray P, Masson S (2014) The curious case of Indian Ocean warming. J Clim 27(22):8501–8509
Saha A, Ghosh S, Sahana AS, Rao EP (2014) Failure of CMIP5 climate models in simulating post-1950 decreasing trend of Indian monsoon. Geophys Res Lett 41(20):7323–7330
Saha U, Chakraborty R, Maitra A, Singh AK (2017) East-west coastalasymmetry in the summertime near surface wind speed and its projected change in future climate over the Indian region. Global Planet Change 152:76–87
Saji NH, Yamagata T (2003) Possible impacts of Indian Ocean dipole mode events on global climate. Climate Res 25(2):151–169
Sandeep S, Ajayamohan RS, Boos WR, Sabin TP, Praveen V (2018) Decline and poleward shift in Indian summer monsoon synoptic activity in a warming climate. Proc Natl Acad Sci 115(11):2681–2686
Sharma SS, Mujumdar P (2017) Increasing frequency and spatial extent of concurrent meteorological droughts and heatwaves in India. Sci Rep 7(1):1–9
Sharma S, Singh PK (2017) Long term spatiotemporal variability in rainfall trends over the State of Jharkhand. India Climate 5(1):18
Sinha P, Mohanty UC, Kar SC, Dash SK, Robertson AW, Tippett MK (2013) Seasonal prediction of the Indian summer monsoon rainfall using canonical correlation analysis of the NCMRWF global model products. Int J Climatol 33(7):1601–1614
Solmon F, Nair VS, Mallet M (2015) Increasing Arabian dust activity and the Indian summer monsoon. Atmospheric Chem Phys 15(14):8051–8064
Surendran S, Gadgil S, Francis PA, Rajeevan M (2015) Prediction of Indian rainfall during the summer monsoon season on the basis of links with equatorial Pacific and Indian Ocean climate indices. Environ Res Lett 10(9):094004
Swain M, Sinha P, Mohanty UC, Pattnaik S (2019) Dominant large-scale parameters responsible for diverse extreme rainfall events over vulnerable Odisha state in India. Clim Dyn 53(11):6629–6644
Swain M, Sinha P, Pattanayak S, Guhathakurta P, Mohanty UC (2020) Characteristics of observed rainfall over Odisha: an extreme vulnerable zone in the east coast of India. Theoret Appl Climatol 139(1–2):517–531
Taxak AK, Murumkar AR, Arya DS (2014) Long term spatial and temporal rainfall trends and homogeneity analysis in Wainganga basin, Central India. Weather and Climate Extremes 4:50–61
Toreti A, Kuglitsch FG, Xoplaki E, Della-Marta PM, Aguilar E, Prohom M, Luterbacher J (2011) A note on the use of the standard normal homogeneity test to detect inhomogeneities in climatic time series. Int J Climatol 31(4):630–632
Trenberth K-E (2011) Changes in precipitation with climate change. Climate Res 47(1–2):123–138
Varikoden H, Revadekar JV, Kuttippurath J, Babu CA (2019) Contrasting trends in southwest monsoon rainfall over the Western Ghats region of India. Clim Dyn 52(7–8):4557–4566
Vishnu S, Francis PA, Shenoi SSC, Ramakrishna SSVS (2016) On the decreasing trend of the number of monsoon depressions in the Bay of Bengal. Environ Res Lett 11(1):014011
Walker JM, Bordoni S, Schneider T (2015) Interannual variability in the large-scale dynamics of the South Asian summer monsoon. J Clim 28(9):3731–3750
Wijngaard JB, Klein Tank AMG, K6nnen, G.P. (2003) Homogeneity of 20th century European daily temperature and precipitation series. Int J Clim J Royal Meteorol So 23(6):679–692
Yadav RK, Roxy MK (2019) On the relationship between north India summer monsoon rainfall and east equatorial Indian Ocean warming. Global Planet Change 179:23–372
Yadav RK, Ramu DA, Dimri AP (2013) On the relationship between ENSO patterns and winter precipitation over North and Central India. Global Planet Change 107:50–58
Acknowledgements
This research is the outcome of the research project of IIT Bhubaneswar, entitled as “Study of the effects of Climate change on Hydro-meteorological Processes: Droughts and Floods at Different Spatial and Temporal scales in Eastern India” sponsored by the Department of Science and Technology, Government of India. In addition, the authors acknowledge the India Meteorological Department (IMD) for providing observed gridded high-resolution dataset. The authors appreciate the valuable comments and suggestions by the anonymous reviewers.
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VB and PS identified and designed the problem and flow of the research work in discussions with UCM. VB carried out all the analysis consulting primarily with PS. The manuscript was developed by VUB and PS taking input from UCM and RKP. All authors contributed to improving the analyses and presentation of results in the manuscript.
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Barde, V., Sinha, P., Mohanty, U.C. et al. Reversal nature in rainfall pattern over the Indian heavy and low rainfall zones in the recent era. Theor Appl Climatol 146, 365–379 (2021). https://doi.org/10.1007/s00704-021-03740-8
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DOI: https://doi.org/10.1007/s00704-021-03740-8


