Skip to main content

Advertisement

Log in

High-intensity monsoon rainfall variability and its attributes: a case study for Upper Ganges Catchment in the Indian Himalaya during 1901–2013

  • Original Paper
  • Published:
Natural Hazards Aims and scope Submit manuscript

Abstract

High-intensity monsoon rainfall in the Indian Himalaya generates multiple environmental hazards. This study examines the variability in long-term trends (1901–2013) in the intensity and frequency of high-intensity monsoon rainfall events of varying depths (high, very high and extreme) in the Upper Ganges Catchment in the Indian Himalaya. Using trend analysis on the Indian Meteorological Department (IMD) rainfall dataset, we find statistically significant positive trends in all categories of monsoon rainfall intensity and frequency over the 113-year period. The majority of the trends for both intensity and frequency are spatially located in the Higher Himalayan region encompassing upstream sections of the Mandakini, Alaknanda and Bhagirathi River systems. The extreme rainfall trends for both intensity and frequency are found to be only located in the vicinity of the upstream section of the Mandakini Catchment. Further, we explored the relationship between the Arctic Oscillation (AO) climate system and the frequency of occurrence of high-intensity rainfall events. Results indicate that AO is more likely to influence the occurrence of extreme monsoon events when it has a higher magnitude of negative AO phase. This study will help in better understanding of the influence of climate change at higher latitudes on mid-latitude rainfall extremes, particularly in the Himalayas. The implications of the findings are that statistically significant increasing rainfall depths and frequency in the Higher Himalayan region support the notion of higher frequency of rainfall-induced hazards in the future.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13

Similar content being viewed by others

References

  • Agnihotri R, Dimri AP, Joshi HM, Verma NK, Sharma C, Singh J, Sundriyal YP (2017) Assessing operative natural and anthropogenic forcing factors from long-term climate time series of Uttarakhand (India) in the backdrop of recurring extreme rainfall events over northwest Himalaya. Geomorphology 284:31–40

    Article  Google Scholar 

  • Archer DR, Fowler HJ (2004) Spatial and temporal variations in precipitation in the Upper Indus Basin, global teleconnections and hydrological implications. Hydrol Earth Syst Sci Discuss, EGU 8(1):47–61

    Article  Google Scholar 

  • 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 28(23):4499–4502

    Article  Google Scholar 

  • Ashok K, Guan Z, Saji NH, Yamagata T (2004) Individual and combined influences of ENSO and the Indian Ocean Dipole on the Indian Summer Monsoon. J Clim 17:3141–3154

    Article  Google Scholar 

  • Asthana AKL, Sah MP (2007) Landslides and cloudbursts in the Mandakini Basin of Garhwal Himalaya. Himalayan Geol 28(2):59–67

    Google Scholar 

  • Bartarya SK, Sah MP (1995) Landslide induced river bed uplift in the Tal valley of Garhwal Himalaya, India. Geomorphology 12:109–121

    Article  Google Scholar 

  • Behera SK, Luo JJ, Masson S, Rao SA, Sakuma H (2005) A CGCM study of the interaction between IOD and ENSO. J Clim 19:1688–1705

    Article  Google Scholar 

  • Bhardwaj A, Ziegler AD, Wasson RJ, Chow WTL (2017) Accuracy of rainfall estimates at high altitude in the Garhwal Himalaya (India): a comparison of secondary precipitation products and station rainfall measurements. Atmos Res 188:30–38

    Article  Google Scholar 

  • Bharti V, Singh C, Ettema J, Turkington TAR (2016) Spatiotemporal characteristics of extreme rainfall events over the Northwest Himalaya using satellite data. Int J Climatol 36:3949–3962

    Article  Google Scholar 

  • Bhutiyani MR, Kale VS, Pawar NJ (2009) Climate change and the precipitation variations in the northwestern Himalaya: 1866–2006. Int J Climatol 30:535–548

    Article  Google Scholar 

  • Boers N, Goswami B, Rheinwalt A, Bookhagen B, Hoskins B, Kurths J (2019) Complex networks reveal global pattern of extreme-rainfall teleconnections. Nature 566(7744):373–377

    Article  Google Scholar 

  • Bookhagen B (2010) Appearance of extreme monsoonal rainfall events and their impact on erosion in the Himalaya. Geomat, Nat Hazards Risk 1(1):37–50

    Article  Google Scholar 

  • Cohen J, Screen JA, Furtado JC, Barlow M, Whittleston D, Coumou D, Francis J, Dethloff K, Entekhabi D, Overland J, Jones J (2014) Recent Arctic amplification and extreme mid-latitude weather. Nat Geosci 7:627–637

    Article  Google Scholar 

  • Cohen J, Zhang X, Francis J, Jung T, Kwok R, Overland J, Ballinger TJ, Bhatt US, Chen HW, Coumou D, Feldstein S, Gu H, Handorf D, Henderson G, Ionita M, Kretschmer M, Laliberte F, Lee S, Linderholm HW, Maslowski W, Peings Y, Pfeiffer K, Rigor I, Semmler T, Stroeve J, Taylor PC, Vavrus S, Vihma T, Wang S, Wendisch M, Wu Y, Yoon J (2020) Divergent consensuses on Arctic amplification influence on midlatitude severe winter weather. Nat Clim Change 10:20–29

    Article  Google Scholar 

  • Coumou D, Capua GD, Vavrus S, Wang L, Wang S (2018) The influence of Arctic amplification on mid-latitude summer circulation. Nat Commun 9(1):1–12

    Article  Google Scholar 

  • Dash SK, Mishra SK, Sahany S, Venugopal V, Karumuri A, Gupta A (2017) Climate modeling in India: present s status and way forward. Bull Am Meteorol Soc 98(8):183–188

    Article  Google Scholar 

  • Dimri AP, Chevuturi A (2016) Western disturbances-An Indian meteorological perspective. Springer International Publishing, Switzerland

    Book  Google Scholar 

  • Do HX, Westra S, Leonard M (2017) A global-scale investigation of trends in annual maximum streamflow. J Hydrol 552:28–43

    Article  Google Scholar 

  • Dobhal DP, Gupta AK, Mehta M, Khandelwal DD (2013) Kedarnath disaster: facts and plausible causes. Curr Sci 105(2):171–174

    Google Scholar 

  • Ghosh S, Luniya V, Gupta A (2009) Trend analysis of Indian summer monsoon rainfall at different spatial scales. Atmos Sci Lett 10:285–290

    Google Scholar 

  • Ghosh S, Das D, Kao SC, Ganguly AR (2012) Lack of uniform trends but increasing spatial variability in observed Indian rainfall extremes. Nat clim change 2:86–91

    Article  Google Scholar 

  • Goswami BN, Venugopal V, Sengupta D, Madhusoodanan MS, Xavier PK (2006) Increasing trend of extreme rain events over India in a warming environment. Science 314:1442–1445

    Article  Google Scholar 

  • Guhathakurta P, Sreejith OP, Menon PA (2011) Impact of climate change on extreme rainfall events and flood risk in India. J Earth Syst Sci 120(3):359–373

    Article  Google Scholar 

  • Hamed KH, Rao AR (1998) A modified Mann-Kendall trend test for autocorrelated data. J Hydrol 204:182–196

    Article  Google Scholar 

  • Hartmann H, Buchanan H (2014) Trends in extreme precipitation events in the Indus river basin and flooding in Pakistan. Atmos Ocean 52(1):77–91

    Article  Google Scholar 

  • Houze RA Jr, McMurdie LA, Rasmussen KL, Kumar A, Chaplin MM (2017) Multiscale aspects of the storm producing the June 2013 flooding in Uttarakhand, India. Mon Weather Rev 145:4447–4466

    Article  Google Scholar 

  • Ives J (2004) Himalayan perceptions. Routledge, Taylor and Francis Group, London and New York

    Book  Google Scholar 

  • Joseph S, Sahai AK, Sharmila S, Abhilash S, Borah N, Chattopadhyay R, Pillai PA, Rajeevan M, Kumar A (2015) North Indian heavy rainfall event during June 2013: diagnostics and extended range prediction. Clim Dyn 44:2049–2065

    Article  Google Scholar 

  • Joshi V, Kumar K (2006) Extreme rainfall events and associated natural hazards in Alaknanda valley, Indian Himalayan Region. J Mt Sci 3(3):228–236

    Article  Google Scholar 

  • Kala CP (2014) Deluge, disaster and development in Uttarakhand Himalayan region of India: challenges and lessons for disaster management. Int J Disaster Risk Reduct 8:143–152

    Article  Google Scholar 

  • Kar SC, Rana S (2014) Interannual variability of winter precipitation over northwest India and adjoining region: impact of global forcings. Theor Appl Climatol 116:609–623

    Article  Google Scholar 

  • Kendall MG (1975) Rank correlation methods. Charles Griffin, London

    Google Scholar 

  • Krishnamurthy V, Goswami BN (2000) Indian monsoon-ENSO relationship on interdecadal timescale. J Clim 13:579–595

    Article  Google Scholar 

  • Krishnamurthy L, Krishnamurthy V (2014) Influence of PDO on south Asian summer monsoon and monsoon-ENSO relation. Clim Dyn 42:2397–2410

    Article  Google Scholar 

  • Krishnamurthy CKB, Lall U, Kwon HH (2009) Changing frequency and intensity of rainfall extremes over India from 1951 to 2003. J Clim 22:4737–4746

    Article  Google Scholar 

  • Krishnan R, Sugi M (2003) Pacific decadal oscillation and variability of the Indian summer monsoon rainfall. Clim Dyn 21:233–242

    Article  Google Scholar 

  • Kucharski F, Scaife AA, Yoo JH, Folland CK, Kinter J, Knight J, Fereday D, Fischer AM, Jin EK, Kröger J, Lau NC, Nakaegawa T, Nath MJ, Pegion P, Rozanov E, Schubert S, Sporyshev PV, Syktus J, Voldoire A, Yoon JH, Zeng N, Zhou T (2009) The CLIVAR C20C project: skill of simulating Indian monsoon rainfall on interannual to decadal timescales. Does GHG forcing play a role? Clim Dyn 33:615–627

    Article  Google Scholar 

  • Kulkarni A, von Storch H (1995) Monte Carlo experiments on the effect of serial correlation on the Mann-Kendall test of trend. Meteorol Z 4(2):82–85

    Article  Google Scholar 

  • Kumar KK, Rajagopalan B, Cane MA (1999) On the weakening relationship between the Indian Monsoon and ENSO. Science 284:2156–2159

    Article  Google Scholar 

  • Mann HB (1945) Non-parameteric tests against trend. Econometica 13:245–259

    Article  Google Scholar 

  • May W (2004) Simulation of the variability and extremes of daily rainfall during the Indian summer monsoon for present and future times in a global time-slice experiment. Clim Dyn 272:183–204

    Article  Google Scholar 

  • Midhuna TM, Dimri AP (2018) Impact of arctic oscillation on Indian winter monsoon. Meteorol Atmos Phys 131:1157–1167

    Article  Google Scholar 

  • Mishra NB, Chaudhuri G (2015) Spatio-temporal analysis of trends in seasonal vegetation productivity across Uttarakhand, Indian Himalayas, 2000–2014. Appl Geogr 56:29–41

    Article  Google Scholar 

  • Mukherjee S, Joshi R, Prasad RC, Vishvakarma SCR, Kumar K (2015) Summer monsoon rainfall trends in the Indian Himalayan region. Theoret Appl Climatol 121:789–802

    Article  Google Scholar 

  • Naidu CV, Durgalakshmi K, Krishna KM, Rao SR, Satyanarayana GC, Lakshminarayana P, Rao LM (2009) Is summer monsoon rainfall decreasing over India in the global warming era? J Geophys Res 114(D24):1–16

    Google Scholar 

  • Nandargi S, Dhar ON (2011) Extreme rainfall events over the Himalayas between 1871 and 2007. Hydrol Sci 56(6):930–945

    Article  Google Scholar 

  • Pai DS, Sridhar L, Rajeevan M, Sreejith OP, Satbhai NS, Mukhopadyay B (2014) Development of a new high spatial resolution (0 . 25 ° × 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

    Article  Google Scholar 

  • Pokhrel S, Chaudhari HS, Saha SK, Dhakate A, Yadav RK, Salunke K, Mahapatra S, Rao SA (2012) ENSO, IOD and Indian summer monsoon in NCEP climate forecast system. Clim Dyn 39:2143–2165

    Article  Google Scholar 

  • Rajeevan MN (2018) The Arctic teleconnections. Science and geopolitics of the white world. Springer International Publications, Newyork, pp 73–81

    Chapter  Google Scholar 

  • 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(L18707):1–6

    Google Scholar 

  • Roy SS (2009) A spatial analysis of extreme hourly precipitation patterns in India. Int J Climatol 29:345–355

    Article  Google Scholar 

  • Roy SS (2011) The role of the north Atlantic oscillation in shaping regional-scale peak seasonal precipitation across the Indian Subcontinent. Earth Interact 15(2):1–13

    Article  Google Scholar 

  • Roy SS, Balling RC Jr (2004) Trends in extreme daily precipitation indices in India. Int J Clim 24:457–466

    Article  Google Scholar 

  • Roy SS, Goodrich GB, Balling RC Jr (2003) Influence of El Niño/souther oscillation, Pacific decadal oscillation, and local sea surface temperature anomalies on peak season monsoon precipitation in India. Clim Res 25:171–178

    Article  Google Scholar 

  • Salas JD, Delleur JW, Yevjevich VM, Lane WL (1980) Applied modeling of hydrologic time series. Water Resources Publications, Littleton, Colorado

    Google Scholar 

  • Sati P, Gahalaut VK (2013) The fury of the floods in the north-west Himalayan region: the Kedarnath tragedy. Geomatics, Nat Hazards Risk 4(3):193–201

    Article  Google Scholar 

  • Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat As 63(324):1379–1389

    Article  Google Scholar 

  • Sharma S, Shukla AD, Bartarya SK, Marh BS, Juyal N (2017) The holocene floods and their affinity to climatic variability in the western Himalaya, India. Geomorphology 290:317–334

    Article  Google Scholar 

  • Sheikh MM, Manzoor N, Ashraf J, Adnan M, Collins D, Hameed S, Manton MJ, Ahmed AU, Baidya SK, Borgaonkar HP, Islam N, Jayasinghearachchi D, Kothawale DR, Premalal KHMS, Revadekar JV, Shrestha ML (2015) Trends in extreme daily rainfall and temperature indices over South Asia. Int J Climatol 35:1625–1637

    Article  Google Scholar 

  • Shepard D (1968) A two-dimensional interpolation function for irregularly spaced data. Proceedings of the 1968 ACM National Conference, 517–524

  • Shrestha AB, Bajracharya SR, Sharma AR, Duo C, Kulkarni A (2017) Observed trends and changes in daily temperature and precipitation extremes over the Koshi river basin 1975–2010. Int J Climatol 37:1066–1083

    Article  Google Scholar 

  • Singh RB, Mal S (2014) Trends and variability of monsoon and other rainfall seasons in Western Himalaya, India. Atmos Sci Lett 15:218–226

    Article  Google Scholar 

  • Srivastava P, Kumar A, Chaudhary S, Meena N, Sundriyal YP, Rawat S, Rana N, Perumal RJ, Bisht P, Sharma D, Agnihotri R, Bagri DS, Juyal N, Wasson RJ, Ziegler AD (2017) Paleofloods records in Himalaya. Geomorphology 284:17–30

    Article  Google Scholar 

  • Thompson DWJ, Wallace JM (1998) The Arctic Oscillation signature in the winter time geopotential height and temperature fields. Geophys Res Lett 25:1297–1300

    Article  Google Scholar 

  • Vellore RK, Kaplan ML, Krishnan R, Lewis JM, Sabade S, Deshpande N, Singh BB, Madhura RK, Rama Rao MVS (2016) Monsoon-extratropical circulation interactions in Himalayan extreme rainfall. Clim Dyn 46:3517–3546

    Article  Google Scholar 

  • Vellore RK, Bisht JS, Krishnan R, Uppara U, Capua GD, Coumou D (2019) Sub-synoptic circulation variability in the Himalayan extreme precipitation event during June 2013. Meteorol Atmos Phys 132(5):631–665

    Article  Google Scholar 

  • Vittal H, Karmakar S, Ghosh S (2013) Diametric changes in trends and patterns of extreme rainfall over India from pre-1950 to post-1950. Geophys Res Lett 40:3253–3258

    Article  Google Scholar 

  • Wang H, Murtugudde R, Kumar A (2016) Evolution of Indian Ocean dipole and its forcing mechanisms in the absence of ENSO. Clim Dyn 47:2481–2500

    Article  Google Scholar 

  • Wasson RJ, Newell B (2015) Links between floods and other water issues in the Himalayan and Tibetan Plateau region. Pac Aff 88(3):653–675

    Article  Google Scholar 

  • Wasson RJ, Juyal N, Jaiswal M, McCulloch M, Sarin MM, Jain V, Srivastava P, Singhvi AK (2008) The mountain-lowland debate: deforestation and sediment transport in the upper Ganga catchment. J Environ Manage 88(1):53–61

    Article  Google Scholar 

  • Wasson RJ, Sundriyal YP, Chaudhary S, Jaiswal MK, Morthekai P, Sati SP, Juyal N (2013) A 1000-year history of large floods in the Upper Ganga catchment, central Himalaya, India. Quatern Sci Rev 77:156–166

    Article  Google Scholar 

  • Wester P, Mishra A, Mukherji A, Shrestha B (2019) The Hindu Kush Himalaya assessment Mountains, climate change, sustainability and people: Mountains, climate change Sustainability and People. Springer International Publications, NewYork

    Book  Google Scholar 

  • Xavier A, Manoj MG, Mohankumar K (2018) On the dynamics of an extreme rainfall event in northern India in 2013. J Earth Syst Sci 127(30):1–13

    Google Scholar 

  • Xue-Dong C, Yong-Qi G, Dao-Yi G, Dong G, Furevik T (2013) Teleconnection between Winter Arctic Oscillation and Southeast Asian Summer Monsoon in the Pre-Industry simulation of a coupled climate model. Atmos Oceanic Sci Lett 6(5):349–354

    Article  Google Scholar 

  • Yadav RR (2010) Long-term hydroclimatic variability in monsoon shadow zone of western Himalaya, India. Clim Dyn 36:1453–1462

    Article  Google Scholar 

  • Yadav RK (2020) Changes in the large-scale circulations over north-west India, Chapter 3 in Himalayan weather and climate and their impact on the environment. Springer International Publications, NewYork

    Google Scholar 

  • Yadav RK, Kumar KR, Rajeevan M (2009) Increasing influence of ENSO and decreasing influence of AO/NAO in the recent decades over northwest India winter precipitation. J Geophys Res 114:1–12

    Google Scholar 

  • Yadav RK, Wang S-YS, Hu C-H, Gillies RR (2020) Swapping of the Pacific and Atlantic Niño influences on north central Indian summer monsoon. Clim Dyn 54:4005–4020

    Article  Google Scholar 

  • Yeo S, Kim W, Kim K (2017) Eurasian snow cover variability in relation to warming trend and Arctic Oscillation. Clim Dyn 48:499–511

    Article  Google Scholar 

  • Yue S, Wang CY (2004) The Mann-Kendall test modified by effective sample size to detect trend in serially correlated hydrological series. Water Resour Manage 18:201–2018

    Article  Google Scholar 

  • Zaz SN, Romshoo SA, Krishnamoorthy RT, Viswanadhapalli Y (2019) Analyses of temperature and precipitation in the Indian Jammu and Kashmir region for the 1980–2016 period: implications for remote influence and extreme events. Atmos Chem Phys 19:15–37

    Article  Google Scholar 

  • Zhan Y-J, Ren G-Y, Shrestha AB, Rajbhandari R, Ren Y-Y, Sanjay J, Xu Y, Sun X-B, You Q-L, Wang S (2017) Changes in extreme precipitation events over the Hindu Kush Himalayan region during 1961–2012. Adv Clim Change Res 8:166–175

    Article  Google Scholar 

  • Ziegler AD, Wasson RJ, Bhardwaj A, Sundriyal YP, Sati SP, Juyal N, Nautiyal V, Srivastava P, Gillen J, Saklani U (2014) Pilgrims, progress, and the political economy of disaster preparedness - the example of the 2013 Uttarakhand flood and Kedarnath disaster. Hydrol Process 28(24):5985–5990

    Article  Google Scholar 

  • Ziegler AD, Cantarero SI, Wasson RJ, Srivastava P, Spalzin S, Chow WTL, Gillen J (2016) A clear and present danger: Ladakh’s increasing vulnerability to flash floods and debris flows. Hydrol Process 30:4214–4223

    Article  Google Scholar 

Download references

Acknowledgement

This work was supported by the NUS research scholarship and benefited from the financial support of a Singapore Ministry of Education Academic Research Fund Tier 2 grant entitled ‘Governing Compound Disasters in Urbanising Asia’ (MOE2014-T2-1-017). Data availability statement: ‘Data openly available in a public repository that does not issue DOIs’. We thank IMD for providing their gridded rainfall dataset. We also thank NOAA for making AO data sets freely available to the scientific community.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Alok Bhardwaj.

Ethics declarations

Conflicts of interest

The authors declare no competing interests.

Availability of data and material

Data derived from public domain resources. The data that support the findings of this study are available at the IMD website at www.imdpune.gov.in and at the NOAA website at www.esrl.noaa.gov/psd/data/20thC_Rean/timeseries/monthly/AO/.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary file1 (PDF 289 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Bhardwaj, A., Wasson, R.J., Chow, W.T.L. et al. High-intensity monsoon rainfall variability and its attributes: a case study for Upper Ganges Catchment in the Indian Himalaya during 1901–2013. Nat Hazards 105, 2907–2936 (2021). https://doi.org/10.1007/s11069-020-04431-9

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11069-020-04431-9

Keywords

Navigation