Abstract
Understanding spatial and temporal variations of rainfall is crucial for the ongoing and future socioeconomic and infrastructure developments in the Indian Himalayan region. However, despite such importance, the studies on rainfall distribution, variability and trends are limited and rare in the Uttarakhand Himalayan region. To bridge the gap, this study presents an exploratory analysis of spatial distribution variations and long-term trends of annual and seasonal rainfall in Uttarakhand. At first, spatial variability is investigated, followed by long-term trend analysis using nonparametric Mann–Kendall trend test with trend-free pre-whitening (TFPW) procedure and Theil–Sen’s slope estimator. Further, dry and wet periods in Uttarakhand region and their linkages with the large-scale Southern Oscillation Index (SOI) are also explored and investigated.
Annual rainfall is dominated by monsoonal rainfall (~82%), while winter rainfall contribution is only ~9%. There is a clear elevational gradient of rainfall in the winter season, but monsoon season does not feature such an elevational pattern. Mostly long-term trends of annual and monsoonal rainfall are negative, which are contributed mainly by a more evident and pronounced decline after the 1960s. Nevertheless, some areas in western and southeastern regions show positive rainfall trends. Likewise, a significant reduction in winter rainfall has been observed in Uttarakhand. Pre-monsoon rainfall experienced mostly negative trends in the central and eastern parts of the study area, while some observatories in western and southeastern indicate increasing trends. Post-monsoon rainfall trends are mostly positive, though statistically insignificant. Monsoon rainfall in Uttarakhand region is highly correlated with large-scale Southern Oscillation Index (SOI), but other seasons’ rainfall shows low correlation. These robust findings can be useful for adaptation strategies for different sectors, including agriculture and allied activities.
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References
Adhikari T, Devkota L (2016) Climate change and hydrological responses in Himalayan basins, Nepal. In: Singh RB, Schickhoff U, Mal S (eds) Climate change, glacier response, and vegetation dynamics in the Himalaya. Springer, Netherlands, pp 65–85. https://doi.org/10.1007/978-3-319-28977-9_4
Allen SK, Rastner P, Arora M et al (2016) Lake outburst and debris flow disaster at Kedarnath, June 2013: hydrometeorological triggering and topographic predisposition. Landslides 13:1479–1491. https://doi.org/10.1007/s10346-015-0584-3
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 8:47–61. https://doi.org/10.5194/hess-8-47-2004
Arora M, Singh P, Goel NK, Singh RD (2006) Spatial distribution and seasonal variability of rainfall in a mountainous basin in the Himalayan region. Water Resour Manag 20:489–508. https://doi.org/10.1007/s11269-006-8773-4
Azam MF, Wagnon P, Berthier E et al (2018) Review of the status and mass changes of Himalayan-Karakoram glaciers. J Glaciol. https://doi.org/10.1017/jog.2017.86
Basistha A, Arya DS, Goel NK (2008) Spatial distribution of rainfall in Indian Himalayas—a case study of Uttarakhand Region. Water Resour Manag 22:1325–1346. https://doi.org/10.1007/s11269-007-9228-2
Basistha A, Arya DS, Goel NK (2009) Analysis of historical changes in rainfall in the Indian Himalayas. Int J Climatol. https://doi.org/10.1002/joc.1706
Bhalme HN, Jadhav SK (1984) The Southern Oscillation and its relation to the monsoon rainfall. J Climatol 4:509–520. https://doi.org/10.1002/joc.3370040506
Bhambri R, Mehta M, Dobhal DP et al (2016) Devastation in the Kedarnath (Mandakini) Valley, Garhwal Himalaya, during 16–17 June 2013: a remote sensing and ground-based assessment. Nat Hazards 80:1801–1822. https://doi.org/10.1007/s11069-015-2033-y
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. https://doi.org/10.1002/joc.4605
Bhutiyani MR (2016) Spatial and temporal variability of climate change in high-altitude regions of NW Himalaya. In: Singh RB, Schickhoff, Mal S (eds) Climate change, glacier response, and vegetation dynamics in the Himalaya. Springer, Netherlands, pp: 87–101. https://doi.org/10.1007/978-3-319-28977-9_5
Bhutiyani MR, Kale VS, Pawar NJ (2007) Long-term trends in maximum, minimum and mean annual air temperatures across the Northwestern Himalaya during the twentieth century. Clim Change 85:159–177. https://doi.org/10.1007/s10584-006-9196-1
Bhutiyani MR, Kale VS, Pawar NJ (2010) Climate change and the precipitation variations in the northwestern Himalaya: 1866–2006. Int J Climatol 30:535–548. https://doi.org/10.1002/joc.1920
Bolch T, Kulkarni A, Kääb A et al (2012) The state and fate of Himalayan glaciers. Science 336:310–314. https://doi.org/10.1126/science.1215828
Bolch T, Shea JM, Liu S et al (2019) Status and change of the cryosphere in the extended Hindu Kush Himalaya region. In: Wester P, Mishra A, Mukherji A, Shrestha AB (eds) The Hindu Kush Himalaya assessment. Springer, Cham, pp 209–255
Cannon F, Carvalho LMV, Jones C, Bookhagen B (2014) Multi-annual variations in winter westerly disturbance activity affecting the Himalaya. Clim Dyn 44:441–455. https://doi.org/10.1007/s00382-014-2248-8
Christensen JH, Krishna Kumar K, Aldrian E et al (2013) Climate phenomena and their relevance for future regional climate change. In: Stocker TF, Qin D, Plattner G-K, et al. (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. Cambridge University Press, Cambridge, United Kingdom and New York
Dimri AP, Dash SK (2010) Winter temperature and precipitation trends in the Siachen Glacier. Curr Sci 98:1620–1625
Dimri AP, Dash SK (2012) Wintertime climatic trends in the western Himalayas. Clim Change 111:775–800. https://doi.org/10.1007/s10584-011-0201-y
Dimri AP, Niyogi D (2013) Regional climate model application at subgrid scale on Indian winter monsoon over the western Himalayas. Int J Climatol 33:2185–2205. https://doi.org/10.1002/joc.3584
Dimri AP, Niyogi D, Barros AP et al (2015) Western Disturbances: A review. Rev Geophys 53:225–246. https://doi.org/10.1002/2014RG000460
Dimri AP, Yasunari T, Kotlia BS et al (2016) Indian winter monsoon: present and past. Earth-Sci Rev 163:297–322. https://doi.org/10.1016/j.earscirev.2016.10.008
Dinpashoh Y, Mirabbasi R, Jhajharia D et al (2014) Effect of short-term and long-term persistence on identification of temporal trends. J Hydrol Eng 19:617–625. https://doi.org/10.1061/(ASCE)HE.1943-5584.0000819
Drápela K, Drápelová I, Drápela DIK (2011) Application of Mann-Kendall test and the Sen’s slope estimates for trend detection in deposition data from Bílý Kříž (Beskydy Mts., the Czech Republic) 1997–2010. Beskydy 4:133–146
Duan K, Yao T (2003) Monsoon variability in the Himalayas under the condition of global waming. J Meteorol Soc Japan 81:251–257. https://doi.org/10.2151/jmsj.81.251
Duan K, Yao T, Thompson LG (2006) Response of monsoon precipitation in the Himalayas to global warming. J Geophys Res Atmos 111:1–8. https://doi.org/10.1029/2006JD007084
Eriksson M, Xu J, Shrestha A et al (2009a) The changing Himalayas: impact of climate change on water resources and livelihoods in the greater Himalayas. ICIMOD, Kathmandu, Nepal
Eriksson MXJ, Shrestha AB, Vaidya RA et al (2009b) Perspectives on water and climate change adaptation: The changing Himalayas—Impact of climate change on water resources and livelihoods in the Greater Himalayas. ICIMOD, Kathmandu, Nepal
Fowler HJ, Archer DR (2006) Conflicting signals of climatic change in the upper Indus Basin. J Clim 19:4276–4293. https://doi.org/10.1175/JCLI3860.1
Ghosh S, Luniya V, Gupta A (2009) Trend analysis of Indian summer monsoon rainfall at different spatial scales. Atmos Sci Lett 10:285–290. https://doi.org/10.1002/asl.235
Gosain AK, Rao S, Basuray D (2006) Climate change impact assessment on hydrology of Indian river basins. Curr Sci 90:346–353
Goswami BN, Venugopal V, Sangupta D et al (2006) Increasing trend of extreme rain events over India in a warming environment. Sci 314:1442–1445. https://doi.org/10.1126/science.1132027
Guha-Sapir D, Vos F, Below R (2014) EM-DAT: International Disaster Database. https://www.emdat.be. Université Catholique de Louvain, Brussels, Belgium. [20.11.2014]
Hamed KH, Ramachandra Rao A (1998) A modified Mann-Kendall trend test for autocorrelated data. J Hydrol 204: 182–196. https://doi.org/10.1016/S0022-1694(97)00125-X
Hasson S, Böhner J, Lucarini V (2017) Prevailing climatic trends and runoff response from Hindukush-Karakoram-Himalaya, upper Indus Basin. Earth Syst Dyn 8:337–355. https://doi.org/10.5194/esd-8-337-2017
Hirsch RM, Slack JR, Smith RA (1982) Techniques of trend analysis for monthly water quality data. Water Resour Res 18:107–121. https://doi.org/10.1029/WR018i001p00107
Immerzeel W (2008) Historical trends and future predictions of climate variability in the Brahmaputra basin. Int J Climatol 28:243-254. https://doi.org/10.1002/joc.1528
Immerzeel WW, van Beek LPH, Bierkens MFP (2010) Climate change will affect the asian water towers. Sci 328:1382–1385. https://doi.org/10.1126/science.1183188
Immerzeel WW, Wanders N, Lutz AF et al (2015) Reconciling high-altitude precipitation in the upper Indus basin with glacier mass balances and runoff. Hydrol Earth Syst Sci https://doi.org/10.5194/hess-19-4673-2015
Jain SK, Kumar V (2012) Trend analysis of rainfall and temperature data for India. Curr Sci 102:37–49. https://doi.org/10.1038/nature09063
Jain SK, Kumar V, Saharia M (2013) Analysis of rainfall and temperature trends in northeast India. Int J Climatol 33:968–978. https://doi.org/10.1002/joc.3483
Jhajharia D, Yadav BK, Maske S et al (2012) Identification of trends in rainfall, rainy days and 24h maximum rainfall over subtropical Assam in Northeast India. Comptes Rendus Geosci 344:1–13. https://doi.org/10.1016/j.crte.2011.11.002
Joshi SC (2004) Uttaranchal: environment and development- geoecological overview. Gyanodaya Prakashan, Nainital, Uttaranchal, India
Karki R, Hasson S, Schickhoff U et al (2017) Rising precipitation extremes across Nepal. Climate 5:4. https://doi.org/10.3390/cli5010004
Khandelwal DD, Gupta AK, Chauhan V (2015) Observations of rainfall in Garhwal Himalaya, India during 2008–2013 and its correlation with TRMM data. Curr Sci 108:1146–1150
Kuang X, Jiao JJ (2016) Review on climate change on the Tibetan plateau during the last half century. J Geophys Res 121:3979–4007. https://doi.org/10.1002/2015JD024728
Kulkarni A (2012) Weakening of Indian summer monsoon rainfall in warming environment. Theor Appl Climatol 109:447–459. https://doi.org/10.1007/s00704-012-0591-4
Kulkarni A, Patwardhan S, Kumar KK et al (2013) High-resolution regional climate model PRECIS projected climate change in the Hindu Kush—Himalayan region by using the high-resolution Regional Climate Model PRECIS. Mt Res Dev 33:142–151. https://doi.org/10.1659/MRD-JOURNAL-D-12-00027.1
Kumari M, Singh CK, Bakimchandra O, Basistha A (2017) Geographically weighted regression based quantification of rainfall–topography relationship and rainfall gradient in Central Himalayas. Int J Climatol 37:1299–1309. https://doi.org/10.1002/joc.4777
Kumar V, Jain SK (2010) Trends in seasonal and annual rainfall and rainy days in Kashmir Valley in the last century. Quat Int 212:64–69. https://doi.org/10.1016/j.quaint.2009.08.006
Kumar N, Jaswal AK (2016) Historical temporal variation in precipitation over Western Himalayan Region: 1857–2006. J Mt Sci 13:672–681. https://doi.org/10.1007/s11629-014-3194-y
Kumar V, Jain SK, Singh Y (2010) Analysis of long-term rainfall trends in India. Hydrol Sci J 55:484–496. https://doi.org/10.1080/02626667.2010.481373
Ma H, Zhu Y, HUA W (2019) Interdecadal change in the South Asian summer monsoon rainfall in 2000 and contributions from regional tropical SST. Atmos Ocean Sci Lett 12:399–408. https://doi.org/10.1080/16742834.2019.1648168
Maharana P, Dimri AP, Choudhary A (2020) Future changes in Indian summer monsoon characteristics under 1.5 and 2 °C specific warming levels. Clim Dyn 54:507–523. https://doi.org/10.1007/s00382-019-05012-8
Mal S, Dimri AP, Jeelani G, Allen SK, Scott CA, Arora M, Banerjee A, Lone SA (2021) Determining the quasi monsoon front in the Indian Himalayas. Quaternary International. https://doi.org/10.1016/j.quaint.2021.02.010
Mir RA, Jain SK, Saraf AK (2015) Analysis of current trends in climatic parameters and its effect on discharge of Satluj River basin, western Himalaya. Nat Hazards 79:587–619. https://doi.org/10.1007/s11069-015-1864-x
Mukherjee S, Joshi R, Prasad RC et al (2015) Summer monsoon rainfall trends in the Indian Himalayan region. Theor Appl Climatol 121:789–802. https://doi.org/10.1007/s00704-014-1273-1
Naidu CV, Srinivasa Rao BR, Bhaskar Rao DV (1999) Climatic trends and periodicities of annual rainfall over India. Meteorol Appl 6:395–404. https://doi.org/10.1017/S1350482799001358
Nuzzo R (2014) Scientific method: Statistical errors. Nature 506:150–152. https://doi.org/10.1038/506150a
Palazzi E, Von Hardenberg J, Provenzale A (2013) Precipitation in the Hindu-Kush Karakoram Himalaya: observations and future scenarios. J Geophys Res Atmos 118:85–100. https://doi.org/10.1029/2012JD018697
Panday PK, Thibeault J, Frey KE (2015) Changing temperature and precipitation extremes in the Hindu Kush-Himalayan region: an analysis of CMIP3 and CMIP5 simulations and projections. Int J Climatol 35:3058–3077. https://doi.org/10.1002/joc.4192
Pande RK (2006) Landslide problems in Uttaranchal, India: issues and challenges. Disaster Prev Manag 15:247–255. https://doi.org/10.1108/09653560610659793
Pande A, Joshi RC, Jalal DS (2002) Selected landslide types in the Central Himalaya: their relation to geological structure and anthropogenic activities. Environmen 22:269–287. https://doi.org/10.1023/A:1016536013793
Paul S, Ghosh S, Oglesby R et al (2016) Weakening of Indian summer monsoon rainfall due to changes in land use land cover. Sci Rep. https://doi.org/10.1038/srep32177
Radziejewski M, Kundzewicz ZW (2004) Detectability of changes in hydrological records. Hydrol Sci J 49:39-51. https://doi.org/10.1623/hysj.49.1.39.54002
Sah M, Philip G, Mool PK et al (2005) Uttaranchal Himalaya, India: inventory of glaciers and glacial lakes and the identification of potential glacial lake outburst floods (GLOFs) Affected by Global Warming in the Mountains of Himalayan Region. Wadia Institute of Himalayan Geology (WIHG), International Centre for Integrated Mountain Development (ICIMOD), Asia-Pacific Network for Global Change (APN), Global Change SysTem for Analysis, Research, and Training (START) and United Nation’s Environmental Programme (UNEP)
Sandeep S, Ajayamohan RS, Boos WR et al (2018) Decline and poleward shift in Indian summer monsoon synoptic activity in a warming climate. Proc Natl Acad Sci 115:2681 LP–2686. https://doi.org/10.1073/pnas.1709031115
Sati SP, Gahalaut VK (2013) The fury of the floods in the north-west Himalayan region: The Kedarnath tragedy. Geomatics, Nat Hazards Risk 4:193–201. https://doi.org/10.1080/19475705.2013.827135
Schickhoff U, Mal S (2020) Current changes in Alpine Ecosystems of Asia. In: Goldstein MI, DellaSala DA (eds) Encyclopedia of the World’s Biomes 1:589–598. Elsevier. https://doi.org/10.1016/b978-0-12-409548-9.12399-1
Schickhoff U, Singh RB, Mal S (2016) Climate change and dynamics of glaciers and vegetation in the Himalaya: an overview. In: Singh RB, Schickhoff, U, Mal S (ed) Climate change, glacier response, and vegetation dynamics in the Himalaya. Springer, Cham. 1–399. https://doi.org/10.1007/978-3-319-28977-9
Scott CA, Sharma B (2009) Energy supply and the expansion of groundwater irrigation in the Indus-Ganges Basin. Int J River Basin Manag 7:119–124. https://doi.org/10.1080/15715124.2009.9635374
Sen PK (1968) Estimates of the regression coefficient based on Kendall’s Tau. J Am Stat Assoc 63:1379–1389. https://doi.org/10.2307/2285891
Sen Roy S, Singh RB (2002) Climate variability, extreme events and agricultural productivity in mountain regions. Oxford and IBH Publication Co. Pvt. Ltd., New Delhi, India
Seneviratne SI, Nicholls N, Easterling D et al (2012) Changes in climate extremes and their impacts on the natural physical environment. In: Field CB, Barros V, Stocker TF et al. (eds) Managing the risks of extreme events and disasters to advance climate change adaptation. A special report of working groups I and II of the intergovernmental panel on climate change (IPCC). Cambridge University Press, Cambridge, UK, and New York, NY, USA, pp 109–230
Shafiq MU, Rasool R, Ahmed P, Dimri AP (2018) Temperature and precipitation trends in Kashmir valley, North Western Himalayas. Theor Appl Climatol 135:293–304. https://doi.org/10.1007/s00704-018-2377-9
Shiva V (2009) Water Wars in India. In: Brauch HG, Spring ÚO, Grin J et al (eds) Facing global environmental change: environmental, Human, energy, food, health and water security concepts. Springer, Berlin, pp 589–592
Shrestha ML (2000) Interannual variation of summer monsoon rainfall over Nepal and its relation to Southern Oscillation Index. Meteorol Atmos Phys 75:21–28. https://doi.org/10.1007/s007030070012
Shrestha AB, Wake CP, Dibb JE, Mayewski PA (2000) Precipitation fluctuations in the Nepal Himalaya and its vicinity and relationship with some large scale. Int J Climatol 327:317–327. https://rmets.onlinelibrary.wiley.com/doi/10.1002/(SICI)1097-0088(20000315)20:3%3C317::AID-JOC476%3E3.0.CO;2-G
Shrestha AB, Bajracharya SR, Sharma AR et al (2017) Observed trends and changes in daily temperature and precipitation extremes over the Koshi river basin 1975–2010. Int J Climatol 37:1066–1083. https://doi.org/10.1002/joc.4761
Singh RB, Mal S (2014) Trends and variability of monsoon and other rainfall seasons in Western Himalaya, India. Atmos Sci Lett 15:218–226. https://doi.org/10.1002/asl2.494
Singh D, Horton DE, Tsiang M et al (2014) Severe precipitation in Northern India in June 2013: causes, historical context, and changes in probability. In: Herring SC, Hoerling MP, Peterson TC, Stott PA (eds) Explaining extreme events of 2013 from a climate perspective. Bulletin of the American meteorological society, vol. 95, No. 9, Sept 2014. American Meteorological Society
Smadja J, Aubriot O, Puschiasis O et al (2015) Climate change and water resources in the Himalayas. J Alpi Res. https://doi.org/10.4000/rga.2910
State Action Plan on Climate Change (2014) Government of Uttarakhand, India
Theil H (1950) A rank-invariant method of linear and polynomial regression analysis, Part 3. Netherlands Akademie van Wettenschappen, Proceedings 53, 1397–1412.
Xu C, Sano M, Dimri AP et al (2018) Decreasing Indian summer monsoon on the northern Indian sub-continent during the last 180 years: evidence from five tree-ring cellulose oxygen isotope chronologies. Clim Past 14:653–664. https://doi.org/10.5194/cp-14-653-2018
Yang J, Tan C, Zhang T (2013) Spatial and temporal variations in air temperature and precipitation in the Chinese Himalayas during the 1971–2007. Int J Climatol 33:2622–2632. https://doi.org/10.1002/joc.3609
You Q, Kang S, Aguilar E, Yan Y (2008) Changes in daily climate extremes in the eastern and central Tibetan Plateau during 1961–2005. J Geophys Res Atmos 113. https://doi.org/10.1029/2007JD009389
Yue S, Pilon P (2004) A comparison of the power of the test, Mann-Kendall and bootstrap tests for trend detection. Hydrol Sci J 49:21–37. https://doi.org/10.1623/hysj.49.1.21.53996
Yue S, Hashino M (2003) Long term trends of annual and monthly precipitation in Japan. J Am Water Resour Assoc 39:587–596. https://doi.org/10.1111/j.1752-1688.2003.tb03677.x
Yue S, Pilon P, Phinney B, Cavadias G (2002) The influence of autocorrelation on the ability to detect trend in hydrological series. Hydrol Process 16:1807–1829. https://doi.org/10.1002/hyp.1095
Yue S, Pilon P, Phinney B (2003) Canadian streamflow trend detection: Impacts of serial and cross-correlation. Hydrol Sci J 48:51–63. https://doi.org/10.1623/hysj.48.1.51.43478
Zhang X, Vincent LA, Hogg WD, Niitsoo A (2000) Temperature and precipitation trends in Canada during the 20th century. Atmos Ocean 38:395–429. https://doi.org/10.1080/07055900.2000.9649654
Zhang Q, Xu CY, Becker S et al (2009) Trends and abrupt changes of precipitation maxima in the Pearl River basin, China. Atmos Sci Lett 10:132–144. https://doi.org/10.1002/asl.221
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Mal, S. et al. (2022). Spatial Variations and Long-Term Trends (1901–2013) of Rainfall Across Uttarakhand Himalaya, India. In: Schickhoff, U., Singh, R., Mal, S. (eds) Mountain Landscapes in Transition . Sustainable Development Goals Series. Springer, Cham. https://doi.org/10.1007/978-3-030-70238-0_3
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