Skip to main content

Advertisement

Log in

Variability of precipitation extremes and drought intensity over the Sikkim State, India, during 1950–2018

  • Original Paper
  • Published:
Theoretical and Applied Climatology Aims and scope Submit manuscript

Abstract

The rainfall pattern analysis and extreme precipitation indices are executed using the India Meteorological Department (IMD) gridded data positioned in the Sikkim region, which is vastly susceptible to rain-induced hazards. In this study, 14 different extreme precipitation indices were calculated using the CLIMPACT-2 from 1951 to 2018. Standardized Precipitation Index (SPI) was determined for 3-, 6-, 12- and 24-month drought, and interpolation methods were applied for spatial analyses of extreme indices in the region. The MAKESENS excel tool was used to perceive the trend in daily precipitation and extreme index. The Mann–Kendall (MK) non-parametric test was applied to notice long-term (1951–2018) trends in extremes indices. The results show an increase in the warm day’s frequency and the consecutive dry days (CDD) increases over the area. The indices like annual rainfall (PRCPTOT), consecutive wet days (CWD) and R20 showed the changes in the north, south and west part of study area. Most extreme indices show a negative trend, but the R10 index shows a positive trend over the area. The RX1DAY, RX3DAY, RX5DAY and SDII changes occur mainly in the Sikkim western and northern parts. SPI values of longer time scales (3 and 6 months) have not improved significantly. The SPI 12-month and 24-month droughts, on the other hand, revealed negative trends and drought year sensitivity. This study complemented the extreme precipitation indices analysis by linking the entire precipitation dataset since the mid-twentieth century and plugs the gap in the precipitation pattern in the Sikkim state.

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

Similar content being viewed by others

Data availability

The data sets used and/or analyzed during the current study are available from the corresponding author on reasonable request.

Code availability

Not applicable.

References

  • Ajaz A, Taghvaeian S, Khand K et al (2019) Development and evaluation of an agricultural drought index by harnessing soil moisture and weather data. Water 11:1375

    Google Scholar 

  • Alexander L, Herold N (2016) ClimPACT2 Indices and Software. The University of South Wales, Sydney, Australia. https://github.com/ARCCSS-extremes/climpact2

  • Angelidis P, Maris F, Kotsovinos N, Hrissanthou V (2012) Computation of drought index SPI with alternative distribution functions. Water Resour Manag 26:2453–2473

    Google Scholar 

  • Arnell NW, Lowe JA, Challinor AJ, Osborn TJ (2019) Global and regional impacts of climate change at different levels of global temperature increase. Clim Change 155:377–391

    Google Scholar 

  • Arora NK (2019) Impact of climate change on agriculture production and its sustainable solutions. Springer

    Google Scholar 

  • Arrawatia ML, Tambe S (2012) Preface. Climate change in Sikkim: Patterns, impacts and initiatives. Gangtok, Sikkim: Information and Public Relations Department, Government of Sikkim

  • Azhoni A, Goyal MK (2018) Diagnosing climate change impacts and identifying adaptation strategies by involving key stakeholder organisations and farmers in Sikkim, India: Challenges and opportunities. Sci Total Environ 626:468–477

    Google Scholar 

  • Barlow KM, Christy BP, O’leary GJ et al (2015) Simulating the impact of extreme heat and frost events on wheat crop production: a review. Field Crops Res 171:109–119

    Google Scholar 

  • Basistha A, Arya DS, Goel NK (2009) Analysis of historical changes in rainfall in the Indian Himalayas. Int J Climatol J R Meteorol Soc 29:555–572

    Google Scholar 

  • Basnett S, Kulkarni AV, Bolch T (2013) The influence of debris cover and glacial lakes on the recession of glaciers in Sikkim Himalaya, India. J Glaciol 59:1035–1046

    Google Scholar 

  • Bell JE, Brown CL, Conlon K et al (2018) Changes in extreme events and the potential impacts on human health. J Air Waste Manag Assoc 68:265–287

    Google Scholar 

  • Chervenkov H, Slavov K (2019) Theil-Sen estimator vs. ordinary least squares–trend analysis for selected ETCCDI climate indices. Comptes Rendus Acad. Bulg. Sci, 72, 47–54

  • Collins M (2020) Extremes, abrupt changes and managing risks. In Ocean Sciences Meeting 2020. AGU

  • Das PK, Dutta D, Sharma JR, Dadhwal VK (2016) Trends and behaviour of meteorological drought (1901–2008) over Indian region using standardized precipitation–evapotranspiration index. Int J Climatol 36:909–916

    Google Scholar 

  • Deb P, Shrestha S, Babel MS (2015) Forecasting climate change impacts and evaluation of adaptation options for maize cropping in the hilly terrain of Himalayas: Sikkim, India. Theor Appl Climatol 121:649–667

    Google Scholar 

  • Debnath M, Sharma MC, Syiemlieh HJ (2019) Glacier dynamics in changme khangpu basin, sikkim himalaya, India, between 1975 and 2016. Geosciences 9:259

    Google Scholar 

  • Duan W, He B, Takara K et al (2015) Changes of precipitation amounts and extremes over Japan between 1901 and 2012 and their connection to climate indices. Clim Dyn 45:2273–2292. https://doi.org/10.1007/s00382-015-2778-8

    Article  Google Scholar 

  • Dubey SK, Sharma D (2018) Spatio-temporal trends and projections of climate indices in the Banas River Basin, India. Environ Process 5:743–768

    Google Scholar 

  • Edwards DC, McKee TB 1 (997) Characteristics of 20th Century Drought in the United States at Multiple Time Scales, Atmospheric Science Paper No. 634

  • Ely DF, Fortin G (2020) Trend analysis of extreme thermal indices in south Brazil (1971 to 2014). Theor Appl Climatol 139:1045–1056

    Google Scholar 

  • Fiddes SL, Pezza AB, Barras V (2015) Synoptic climatology of extreme precipitation in alpine Australia: SYNOPTIC CLIMATOLOGY OF EXTREME PRECIPITATION. Int J Climatol 35:172–188. https://doi.org/10.1002/joc.3970

    Article  Google Scholar 

  • Ghosh S, Vittal H, Sharma T et al (2016) Indian summer monsoon rainfall: implications of contrasting trends in the spatial variability of means and extremes. PloS One 11:e0158670

    Google Scholar 

  • Goswami UP, Hazra B, Goyal MK (2018) Copula-based probabilistic characterization of precipitation extremes over North Sikkim Himalaya. Atmospheric Res 212:273–284

    Google Scholar 

  • Guan Y, Zhang X, Zheng F, Wang B (2015) Trends and variability of daily temperature extremes during 1960–2012 in the Yangtze River Basin, China. Glob Planet Change 124:79–94

    Google Scholar 

  • Gupta V, Jain MK (2018) Investigation of multi-model spatiotemporal mesoscale drought projections over India under climate change scenario. J Hydrol 567:489–509

    Google Scholar 

  • Handmer J, Honda Y, Kundzewicz ZW, et al (2012) Changes in impacts of climate extremes: human systems and ecosystems. In: 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, pp. 231–290

  • Hasan Z, Akhter S, Islam M (2014) Climate change and trend of rainfall in the south-east part of coastal Bangladesh. European Sci J 10(2)

  • Jayadas A, Ambujam NK (2019) Observed trends in indices for daily rainfall extremes specific to the agriculture sector in Lower Vellar River sub-basin, India. J Earth Syst Sci 128:1–15

    Google Scholar 

  • Joshi S, Kumar K, Joshi V, Pande B (2014) Rainfall variability and indices of extreme rainfall-analysis and perception study for two stations over Central Himalaya, India. Nat Hazards 72:361–374

    Google Scholar 

  • Kendall MG (1962) Rank Correlation Methods; Hafner Pub. Co.: New York, NY, USA, pp. 199

  • Kirchmeier-Young MC, Zhang X (2020) Human influence has intensified extreme precipitation in North America. Proc Natl Acad Sci 117:13308–13313

    Google Scholar 

  • Kitoh A, Endo H, Krishna Kumar K et al (2013) Monsoons in a changing world: a regional perspective in a global context. J Geophys Res Atmospheres 118:3053–3065

    Google Scholar 

  • Kripalani RH, Kulkarni A (1997) Climatic impact of El Nino/La Nina on the Indian monsoon: a new perspective. Weather 52:39–46

    Google Scholar 

  • Kripalani RH, Kulkarni A, Sabade SS, Khandekar ML (2003) Indian monsoon variability in a global warming scenario. Nat Hazards 29:189–206

    Google Scholar 

  • Krishnan R, Sabin TP, Vellore R et al (2016) Deciphering the desiccation trend of the South Asian monsoon hydroclimate in a warming world. Clim Dyn 47:1007–1027

    Google Scholar 

  • Kulkarni A (2012) Weakening of Indian summer monsoon rainfall in warming environment. Theor Appl Climatol 109:447–459

    Google Scholar 

  • Kumar V, Singh P, Jain SK (2005) Rainfall trends over himachal pradesh, western himalaya, India. In Conference on Development of Hydro Power Projects–A Prospective Challenge, Shimla, 20, pp. 22

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

    Google Scholar 

  • Kumar P, Sharma MC, Saini R, Singh GK (2020) Climatic variability at Gangtok and Tadong weather observatories in Sikkim, India, during 1961–2017. Sci Rep 10:1–12

    Google Scholar 

  • Kundzewicz Z (2016) Extreme Weather Events and Their Consequences. Papers on Global Change IGBP. Warsaw: Polish Academy of Sciences, 23 (1):59–69. https://doi.org/10.1515/igbp-2016-0005

  • Kusre BC, Lalringliana J (2014) Drought characterization and management in the east district of Sikkim, India. Irrig Drain 63:698–708

    Google Scholar 

  • Lapointe F, Bradley RS, Francus P et al (2020) Annually resolved Atlantic sea surface temperature variability over the past 2,900 y. Proc Natl Acad Sci 117:27171–27178

    Google Scholar 

  • Limsakul A, Singhruck P (2016) Long-term trends and variability of total and extreme precipitation in Thailand. Atmospheric Res 169:301–317. https://doi.org/10.1016/j.atmosres.2015.10.015

    Article  Google Scholar 

  • Mann HB (1945) Non-parametric test against trend. Econometrika 13, 245–259. https://doi.org/10.2307/1907187

  • McKee TB, Doesken NJ, Kleist J (1995) Drought monitoring with multiple time scales. Proceedings of the 9th conference of applied climatology. Dallas, TX: American Meteorological Society, pp. 233−236

  • McKee TB, Doesken NJ, Kleist J (1993) The relationship of drought frequency and duration to time scales. Proceedings of the 8th conference of applied climatology. Anaheim, CA: American Meteorological Society, pp. 179−184

  • Meetei LI, Pattanayak SK, Bhaskar A et al (2007) Climatic imprints in Quaternary valley fill deposits of the middle Teesta valley, Sikkim Himalaya. Quat Int 159:32–46

    Google Scholar 

  • Miettinen A, Koç N, Hall IR et al (2011) North Atlantic sea surface temperatures and their relation to the North Atlantic Oscillation during the last 230 years. Clim Dyn 36:533–543

    Google Scholar 

  • Min S-K, Son S-W, Seo K-H et al (2015) Changes in weather and climate extremes over Korea and possible causes: a review. Asia-Pac J Atmospheric Sci 51:103–121. https://doi.org/10.1007/s13143-015-0066-5

    Article  Google Scholar 

  • Mishra V, Shah R, Thrasher B (2014) Soil moisture droughts under the retrospective and projected climate in India. J Hydrometeorol 15:2267–2292

    Google Scholar 

  • Mistry MN (2019) A high-resolution global gridded historical dataset of climate extreme indices. Data 4:41

    Google Scholar 

  • Mohan TS, Rajeevan M (2017) Past and future trends of hydroclimatic intensity over the Indian monsoon region. J Geophys Res Atmospheres 122:896–909

    Google Scholar 

  • Mooley DA (1997) Variation of summer monsoon rainfall over India in EI-Niños. Mausam

  • Mukherjee S, Aadhar S, Stone D, Mishra V (2018) Increase in extreme precipitation events under anthropogenic warming in India. Weather Clim Extrem 20:45–53

    Google Scholar 

  • Naresh Kumar M, Murthy CS, Sesha Sai MVR, Roy PS (2009) On the use of Standardized Precipitation Index (SPI) for drought intensity assessment. Meteorol Appl 16:381–389. https://doi.org/10.1002/met.136

    Article  Google Scholar 

  • Parthasarathy B, Pant GB (1985) Seasonal relationships between Indian summer monsoon rainfall and the Southern Oscillation. J Climatol 5:369–378

    Google Scholar 

  • Pathak AA, Dodamani BM (2019) Trend analysis of groundwater levels and assessment of regional groundwater drought: Ghataprabha River Basin, India. Nat Resour Res 28:631–643. https://doi.org/10.1007/s11053-018-9417-0

    Article  Google Scholar 

  • Pattnaik S (2019) Weather forecasting in India: Recent developments. Mausam 70:453–464

    Google Scholar 

  • Pei Z, Fang S, Wang L, Yang W (2020) Comparative analysis of drought indicated by the SPI and SPEI at various timescales in Inner Mongolia, China. Water 12:1925. https://doi.org/10.3390/w12071925

    Article  Google Scholar 

  • Poonia V, Das J, Goyal MK (2021) Impact of climate change on crop water and irrigation requirements over eastern Himalayan region. Stochastic Environmental Research and Risk Assessment, 35(6):1175–118

  • Pradhan RK, Sharma D, Panda SK et al (2019) Changes of precipitation regime and its indices over Rajasthan state of India: impact of climate change scenarios experiments. Clim Dyn 52:3405–3420

    Google Scholar 

  • Pramudya Y, Onishi T (2018) Assessment of the Standardized Precipitation Index (SPI) in Tegal City, Central Java, Indonesia. IOP Conf Ser Earth Environ Sci 129:012019. https://doi.org/10.1088/1755-1315/129/1/012019

    Article  Google Scholar 

  • Preethi B, Ramya R, Patwardhan SK et al (2019) Variability of Indian summer monsoon droughts in CMIP5 climate models. Clim Dyn 53:1937–1962

    Google Scholar 

  • Racoviteanu AE, Arnaud Y, Williams MW, Manley WF (2015) Spatial patterns in glacier characteristics and area changes from 1962 to 2006 in the Kanchenjunga-Sikkim area, eastern Himalaya. Cryosphere 9:505–523

    Google Scholar 

  • Rai PK, Singh GP, Dash SK (2020) Projected changes in extreme precipitation events over various subdivisions of India using RegCM4. Clim Dyn 54:247–272

    Google Scholar 

  • Rathore BMS, Sud R, Saxena V, Rathore LS, Rathore TS, Subrahmanyam VG, Roy MM (2014) Drought conditions and management strategies in India, Country Workshop Report, Regional Workshop for AsiaPacific, UN-Water Initiative on Capacity Development to Support National Drought Management Policies, 6–9 

  • Revadekar JV, Kulkarni A (2008) The El Nino-Southern Oscillation and winter precipitation extremes over India. Int J Climatol J R Meteorol Soc 28:1445–1452

    Google Scholar 

  • Roxy MK, Ghosh S, Pathak A et al (2017) A threefold rise in widespread extreme rain events over central India. Nat Commun 8:1–11

    Google Scholar 

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

    Google Scholar 

  • Safeeq M, Mair A, Fares A (2013) Temporal and spatial trends in air temperature on the Island of Oahu, Hawaii. Int J Climatol 33:2816–2835

    Google Scholar 

  • Salmi T, Määttä A, Anttila P, Ruoho-Airola T, Amnell T (2002) Detecting trends of annual values of atmospheric pollutants by the Mann-Kendall test and Sen’s slope estimates – the EXCEL template application MAKESENS. Publications on air quality 31. Finnish Meteorological Institute, Helsinki

  • Sansigolo CA, Kayano MT (2010) Trends of seasonal maximum and minimum temperatures and precipitation in Southern Brazil for the 1913–2006 period. Theor Appl Climatol 101:209–216. https://doi.org/10.1007/s00704-010-0270-2

    Article  Google Scholar 

  • Sen Roy S, Balling RC (2004) Trends in extreme daily precipitation indices in India: INDIAN EXTREME DAILY PRECIPITATION TRENDS. Int J Climatol 24:457–466. https://doi.org/10.1002/joc.995

    Article  Google Scholar 

  • Shah R, Bharadiya N, Manekar V (2015) Drought index computation using standardized precipitation index (SPI) method for Surat District, Gujarat. Aquat Procedia 4:1243–1249

    Google Scholar 

  • Sharma RK, Shrestha DG (2016) Climate perceptions of local communities validated through scientific signals in Sikkim Himalaya, India. Environ Monit Assess 188:1–11

    Google Scholar 

  • Sharma S, Mujumdar P (2017) Increasing frequency and spatial extent of concurrent meteorological droughts and heatwaves in India. Sci Rep 7:1–9

    Google Scholar 

  • Shivam G, Goyal MK, Sarma AK (2019) Index-based study of future precipitation changes over subansiri river catchment under changing climate. J Environ Inform 34:1–14

    Google Scholar 

  • Singh D, Jain SKM Gupta RD (2014) Analysis of Extreme Precipitation Indices over Sutlej Basin, N-W Himalayan Region, India. In Proceedings of National Conference on Recent Advancements and Innovations in Civil Engineering (RAICE-2014), Technocrat Institute of Technology, Bhopal, India, 27–29, pp. 137–142

  • Singh V, Goyal MK (2016) Analysis and trends of precipitation lapse rate and extreme indices over north Sikkim eastern Himalayas under CMIP5ESM-2M RCPs experiments. Atmospheric Res 167:34–60

    Google Scholar 

  • Tabari H (2020) Climate change impact on flood and extreme precipitation increases with water availability. Sci Rep 10:1–10

    Google Scholar 

  • Tamaddun KA, Kalra A, Bernardez M, Ahmad S (2019) Effects of ENSO on temperature, precipitation, and potential evapotranspiration of North India’s monsoon: an analysis of trend and entropy. Water 11:189. https://doi.org/10.3390/w11020189

    Article  Google Scholar 

  • Vicente-Serrano SM, Domínguez-Castro F, Murphy C et al (2021) Long-term variability and trends in meteorological droughts in Western Europe (1851–2018). Int J Climatol 41. https://doi.org/10.1002/joc.6719

  • Yihdego Y, Vaheddoost B, Al-Weshah RA (2019) Drought indices and indicators revisited. Arab J Geosci 12:69. https://doi.org/10.1007/s12517-019-4237-z

    Article  Google Scholar 

  • Yin H, Donat MG, Alexander LV, Sun Y (2015) Multi-dataset comparison of gridded observed temperature and precipitation extremes over China. Int J Climatol 35:2809–2827

    Google Scholar 

  • Zhang X, Alexander L, Hegerl GC et al (2011) Indices for monitoring changes in extremes based on daily temperature and precipitation data. Wiley Interdiscip Rev Clim Change 2:851–870

    Google Scholar 

  • Zhang Y, Xia J, She D (2019) Spatiotemporal variation and statistical characteristic of extreme precipitation in the middle reaches of the Yellow River Basin during 1960–2013. Theor Appl Climatol 135:391–408

    Google Scholar 

  • Zhou B, Xu Y, Wu J et al (2016) Changes in temperature and precipitation extreme indices over China: analysis of a high-resolution grid dataset. Int J Climatol 36:1051–1066

    Google Scholar 

Download references

Acknowledgements

The authors would like to thank the India Meteorological Department (IMD), Pune, for providing the daily rainfall time series data for this study.

Funding

The authors thanks to the, Climate Change Programme, Department of Science and Technology (DST), Government of India, for (DST/CCP/CoE/186/2019(G), dated: 03/03/2019) financially supporting the establishment of “DST’s Centre of Excellence on Water Resources, Cryosphere and Climate Change Studies” at Department of Geology, Sikkim University (PI- Dr. Anil Kumar Misra). This research work is part of the above-mentioned research project.

Author information

Authors and Affiliations

Authors

Contributions

All authors have equally contributed in the manuscript.

Corresponding author

Correspondence to Swatantra Kumar Dubey.

Ethics declarations

Ethics approval

Not applicable.

Consent to participate

Not applicable.

Consent for publication

Not applicable.

Conflict of interest

The authors declare no competing interests.

Additional information

Publisher's note

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

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 15 KB)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Dubey, S.K., Ranjan, R.K., Misra, A.K. et al. Variability of precipitation extremes and drought intensity over the Sikkim State, India, during 1950–2018. Theor Appl Climatol 148, 1–14 (2022). https://doi.org/10.1007/s00704-022-03931-x

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00704-022-03931-x

Navigation