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Decline in snowfall in response to temperature in Satluj basin, western Himalaya

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Abstract

Snow is an essential resource present in the Himalaya. Therefore, monitoring of the snowfall changes over a time period is important for hydrological and climatological purposes. In this study, variability of snowfall from 1976–2008 were analysed and compared with variability in temperature (T max and T min) from 1984–2008 using simple linear regression analysis and Mann–Kendall test in the Satluj Basin. The annual, seasonal, and monthly analyses of average values of snowfall and temperature (T max and T min) have been carried out. The study also consists an analysis of average values of annual snowfall and temperature over six elevation zones (<1500 to >4000 m amsl). During the study, it was observed that the snowfall exhibited declining trends in the basin. The snowfall trends are more sensitive to the climate change below an elevation of 4000 m amsl. Over the elevation zones of 3000–3500 and 4000–4500 m amsl, positive trends of mean annual values of snowfall were observed that may be due to higher precipitation as snowfall at these higher elevations. Although, both negative and positive snowfall trends were statistically insignificant, however, if this decreasing trend in snowfall continues, it may result in significant however, changes in future. Furthermore, the T min is also increasing with statistically significant positive trend at 95% confidence level for November, winter season, annually as well as for the elevation zones of 2500–3000, 3000–3500, and 3500–4000 m amsl. There are dominantly increasing trends in T max with negative trends for February, June–September, monsoon season, and for elevation zone <1500 m amls. It is important to state that in the present basin, during the months of winter season, most of the precipitation is produced as snowfall by the westerly weather disturbances. Thus, the declining nature in snowfall is concurrent with the positive trends in temperature particularly T min, therefore, reflecting that the positive trends in T min may be the dominant factor besides T max in controlling the snowfall trends. The snowfall data were also compared with SCA and this showed a highly positive correlation of 0.95% which validates the utilisation of time series of snowfall for the trend analysis.

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References

  • Adam J C, Hamlet A F and Lettenmaier D P 2009 Implications of global climate change for snowmelt hydrology in the 21st century; Hydrol. Process. 23 962–972.

    Article  Google Scholar 

  • Anonymous 1988 Snow Hydrology Studies in Sutlej and Beas Catchments In: Proceedings of the Workshop on Snow Hydrology, Manali, India.

  • Armstrong R L and Brun E 2008 Snow and Climate: Physical Processes, Surface Energy Exchange and Modelling; Cambridge University Press, 256p.

  • Arora M, Goel N K and Singh R 2005 Evaluation of temperature trends over India; Hydrol. Sci. J. 50 (1) 81–93.

    Google Scholar 

  • Aziz O I A and Burn D H 2006 Trends and variability in the hydrological regime of the Mackenzie River Basin ; J. Hydrol. 319 282–294.

    Article  Google Scholar 

  • Barnett T P, Dumenil L and Latif M 1989 The effect of Eurasian snow cover on regional and global climate variations; J. Atmos. Sci. 46 (5) 661–685.

    Article  Google Scholar 

  • Barry R G 1985 The Cryosphere and Climate Change: Detecting the Climate Effects of Increasing CO 2; US Department of Energy, pp. 109–141.

  • Bayr K J, Hall D K and Kovalick W M 1994 Observation on glaciers in the Eastern Austria Alps using satellite data; Int. J. Remote Sens. 15 (9) 1733–1752.

    Article  Google Scholar 

  • BBMB 1988 Snow hydrology studies in India with particular reference to the Satluj and Beas catchments; In: Proc. Workshop on Snow Hydrology (Manali, India, 23–26 November, 1988).

  • Bednorz E 2004 Snow cover in eastern Europe in relation to temperature, precipitation and circulation; Int. J. Climatol. 24 591–601.

    Article  Google Scholar 

  • Beniston M 1997 Variations in snow depth and duration in the Swiss Alps over the last 50 years: Links to changes in the large scale climatic forcing; Clim. Change 36 281–300.

    Article  Google Scholar 

  • Beniston M, Keller F and Koffi B 2003 Estimation of snow accumulation and volume in the Swiss Alps under changing climatic conditions; Theor. Appl. Climate 76 125–140.

    Article  Google Scholar 

  • Bhutiyani M R, Kale V S and Pawar N J 2007 Long-term trends in maximum, minimum and mean annual air temperatures across the Northwestern Himalaya during the twentieth century; Clim. Change, doi: 10.1007/s10584-006-9196-1.

  • Bhutiyani M R, Kale V S and Pawar N J 2009 Climate change and the precipitation variations in the northwestern Himalaya: 1866–2006; Int. J. Climatol. 30 (4) 535–548.

    Google Scholar 

  • Bohm R 1986 Der Sonnblick Vienna: Oesterreichischer Bundesverlag, 222p.

  • Brown R D 1998 Spatial and temporal variability of Canadian monthly snow depths 1946–1995; Atmosphere-Ocean 36 37–54.

    Article  Google Scholar 

  • Brown R D and Goodison B E 1996 Interannual variability in reconstructed Canadian snow cover, 1915–1992; J. Climate 9 1299–1318.

    Article  Google Scholar 

  • Brown R, Walker A and Goodison B 2000 Seasonal snow cover monitoring in Canada; An assessment of Canadian contributions for global climate monitoring, 57th Eastern Snow Conference Syracuse, New York.

  • Cannarozzo M, Noto L V and Viola F 2006 Spatial distribution of rainfall trends in Sicily (1921–2000); Phys. Chem. Earth 31 1201–1211.

    Article  Google Scholar 

  • Chang A T C, Foster J L and Hall D K 1990 Satellite sensor estimates of northern hemisphere snow volume; Int. J. Remote Sens. 11 167–171.

    Article  Google Scholar 

  • Clark M P, Serreze M C and Robinson D A 1999 Atmospheric controls on Eurasian snow extent; Int. J. Climatol. 19 27–40.

    Article  Google Scholar 

  • Dash S K, Jenamani R K, Kalsi S R and Panda S K 2007 Some evidence of climate change in twentieth-century India; Clim. Change 85 299–321.

    Article  Google Scholar 

  • Deems J S, Fassnacht S R and Elder K J 2006 Fractal distribution of snow depth from LiDAR data; J. Hydrometeorol. 7 285–297.

    Article  Google Scholar 

  • Derksen C, Wulder M, Ledrew E and Goodison B 1998 Associations between spatially auto correlated patterns of SSM/I-derived prairie snow cover and atmospheric circulation; Hydrol. Process. 12 2307–2316.

    Article  Google Scholar 

  • Dickson R R 1984 Eurasian snow cover versus Indian monsoon rainfall – an extension of the Hahn–Shukla results; J. Clim. Appl. Meteorol. 23 171–173.

    Article  Google Scholar 

  • Dimri A P and Dash S K 2010 Winter Temperature and Precipitation changes in the Siachen Glacier; Curr. Sci. 98 (12) 1620–1625.

    Google Scholar 

  • Dimri A P and Dash S K 2012 Wintertime climatic trends in the western himalayas; Clim. Change 111 (3–4) 775–800.

    Article  Google Scholar 

  • Dimri A P and Mohanty U C 2007 Location specific prediction of maximum and minimum temperature over the Western Himalayas; Meteorol. Appl. 14 79–93.

    Article  Google Scholar 

  • Dozier J 1989 Spectral signature of alpine snow cover from the Landsat Thematic Mapper; Remote Sens. Environ. 28 9–22.

    Article  Google Scholar 

  • Frei A, Robinson D A and Hughes M G 1999 North American snow extent 1900–1994; Int. J. Climatol. 19 1517–1534.

    Article  Google Scholar 

  • Goodison B E and Walker A E 1993 Use of snow cover derived from satellite passive microwave data as an indicator of climate change; Ann. Glaciol. 17 137–142.

    Google Scholar 

  • Groisman P Y, Karl T R and Knight R W 1994 Observed impact of snow cover on the heat balance and the rise of continent spring temperature; Science 263 (14) 198–200.

    Article  Google Scholar 

  • Hall D K, Riggs G A and Salomonson V V 1995 Development of methods for mapping global snow covers using Moderate Resolution Imaging Spectroradiometer (MODIS) data; Remote Sens. Environ. 54 (2) 127–140.

    Article  Google Scholar 

  • Hall D K, Riggs G A, Salomonson V V, DiGirolamo N E and Bayr K J 2002 MODIS snowcover products; Remote. Sens. Environ. 83 181–194.

    Article  Google Scholar 

  • Hall D K, Riggs G A and Salomonson V V 2007 (updated weekly) MODIS/Terra Snow Cover 8-Day L3 Gobal 500 m Grid V005. National Snow and Ice Data Centre; Digital media, Boulder.

    Google Scholar 

  • Hansen J, Sato M, Ruedy R, Lo K and Lea D W 2006 Global temperature change; Proc. Natl. Acad. Sci. USA 103 14288–14293.

    Article  Google Scholar 

  • Hantel M, Ehrendorfer M and Haslinger A 2000 Climate sensitivity of snow cover duration in Austria; Int. J. Climatol. 20 615–640.

    Article  Google Scholar 

  • Hasnain S I 2008 Impact of climate change on Himalayan glaciers and glacier lakes; Proc. Taal 2007, The 12th Lake Conference; pp. 1088–1091.

  • Helsel D R and Hirsch R M 1992 Statistical Methods in Water Resources (Amsterdam: Elsevier), 522p.

  • Hingane L S, Rup K K and Ramanamurthy B V 1985 Long term needs of surface air temperature in India; Int. J. Climatol. 5 521–528.

    Article  Google Scholar 

  • Houghton J F, Filho L G M, Callander B A, Harris N, Kattenberg A and Maskell K 1996 Climate Change 1995: The Science of Climate Change (Cambridge: Cambridge University Press).

  • Howat I M and Tulaczyk S 2005 Trends in spring snowpack over a half-century of climate warming in California, USA; Ann. Glaciol. 40 151–156.

    Article  Google Scholar 

  • Hughes M G and Robinson D A 1996 Historical snow cover variability in the Great Plains region of the USA: 1990 through to 1993; Int. J. Climatol. 16 1005–1018.

    Article  Google Scholar 

  • IPCC 2001 The Scientific Basis. Contribution of Working Group I to the Third Assessment Report of the Intergovernmental Panel on Climate Change (eds) Houghton J T et al., Cambridge University Press, Cambridge, USA, 881p.

  • IPCC 2007 Climate change 2007: The physical science basis; Agenda 6(07).

  • Jaagus J 2006 Climatic changes in Estonia during the second half of the 20th century in relationship with changes in large-scale atmospheric circulation; Theor. Appl. Climatol. 83 77–88.

    Article  Google Scholar 

  • Jager J and Ferguson H L 1991 Climate change: Science, impacts and policy; Proceedings of the second World Climate Conference, Geneva, Switzerland, Cambridge: Cambridge University Press.

  • Jain S K, Kumar N and Ahmed T 1998 SLURP model and GIS for estimation of runoff in a part of Satluj catchment, India; Hydrol. Sci. J. 43 (6) 875–884.

    Article  Google Scholar 

  • Jain S K, Ajanata G and Saraf A K 2008 Accuracy assessment of MODIS, NOAA and IRS data in snow cover mapping under Himalayan condition; Int. J. Remote Sens. 29 (20) 5863–5878.

    Article  Google Scholar 

  • Jain S K, Goswami A and Saraf A K 2010 Assessment of snowmelt runoff using remote sensing and effect of climate change on runoff; Water Res. Mgt. 24 1763–1777.

    Article  Google Scholar 

  • Jensen J R 1996 Introductory digital image processing: A remote sensing perspective, 2nd edn, Prentice-Hall Inc.

  • Kazuyuki S 2003 The potential role of snow cover in forcing interannual variability of the major Northern Hemisphere mode; Geophys. Res. Lett. 30 35–38.

    Google Scholar 

  • Ke C Q, Yu T, Yu K, Tang G D and King L 2009 Snowfall trends and variability in Qinghai, China; Theor. Appl. Climatol. 98 251–258, doi: 10.1007/s00704-009-0105-1.

    Article  Google Scholar 

  • Keller F, Kinast F and Beniston M 2000 Evidence of the response of vegetation to environmental change at high elevation sites in the Swiss Alps; Regional Env. Change 1 (2) 70–77.

    Article  Google Scholar 

  • Kendall M G 1975 Rank correlation methods; 3rd edn, Hafner Publishing Company, New York, 128p.

    Google Scholar 

  • Knowles N, Dettinger M D and Cayan D R 2006 Trends in snowfall versus rainfall in the Western United States; J. Climate 19 4545–4559.

    Article  Google Scholar 

  • Kripalani R H and Kulkarni A 1999 Climatology and variability of historical Soviet snow depth data: Some new perspectives in snow-Indian monsoon tele-connections; Clim. Dyn. 15 475–489.

    Article  Google Scholar 

  • Kulkarni A V, Mathur P, Rathore B P, Alex S, Thakur N and Kumar M. 2002 Effect of global warming on snow ablation pattern in the Himalayas; Curr. Sci. 83 120–123.

    Google Scholar 

  • Laternser M and Schneebeli M 2003 Long-term snow climate trends of the Swiss Alps (1931–99); Int. J. Climatol. 23 733–750.

    Article  Google Scholar 

  • Lillesand T M, Kiefer R W and Chipman J W 2004 Remote sensing and image interpretation, 5th edn, (Lucknow: John Wiley & Sons Ltd.).

  • Mann H B 1945 Non-parametric tests against trend; Econometrica 13 245–259.

    Article  Google Scholar 

  • McCabe G J and Legates D R 1995 Relationships between 700 hPa height anomalies and 1st April snowpack accumulation; Int. J. Climatol. 15 517–530.

    Article  Google Scholar 

  • Meissner S and Reller A 2005 Sustainable management of Alpine water potentials. Revue De Geographie Alpine; J. Alp. Res. 93 (3) 5–29.

    Google Scholar 

  • Mir R A, Jain S K, Saraf A K and Goswami A 2013 Detection of changes in glacier mass balance using satellite and meteorological data in Tirungkhad Basin located in Western Himalaya; J. Indian. Soc. Remote. Sens., doi: 10.1007/s12524-013-0303-2.

  • Mir R A, Jain S K, Saraf A K and Goswami A 2014 Glacier changes using satellite data and effect of climate in Tirungkhad basin located in western Himalaya; Geocart. Inter. (http://dx.doi.org/10.1080/10106049.2012.760655).

  • Mote P W 2003 Trends in snow water equivalent in the Pacific northwest and their climatic causes; Geophys. Res. Lett. 30 (12) 1601, doi: 10.1029/2003GL017258.

    Article  Google Scholar 

  • Mote P W 2006 Climate-driven variability and trends in mountain snowpack in western North America; J. Climate 19 6209–6220.

    Article  Google Scholar 

  • Mote P W, Hamlet A F, Clark M P and Lettenmaier D P 2005 Declining mountain snowpack in western North America; Bull. Am. Meteorol. Soc. 86 39–49.

    Article  Google Scholar 

  • Pant G B and Rupa K 1997 Climate of South Asia; John Willey & Sons, Chichester, UK, 320p.

    Google Scholar 

  • Pimentel D, Berger B, Filibrto D, Newton M, Wolfe B, Karabinakis E, Cark S, Poon E, Abbett E and Nandagopal S 2004 Water resources: Agricultural and environmental issues; BioScience 54 (10) 909–918.

    Article  Google Scholar 

  • Rasmussen R, Liu C and Ikeda K, et al. 2011 High-resolution coupled climate runoff simulations of seasonal snowfall over Colorado: A process study of current and warmer climate; J. Climate 24 3000–3014.

    Article  Google Scholar 

  • Salomonson V V and Appel I 2006 Development of the Aqua MODIS NDSI fractional snow cover algorithm and validation results; IEEE Trans. Geosci. Remote Sens. 44 (7) 1747–1756.

    Article  Google Scholar 

  • Schadler B 2004 Climate change issues and adaptation strategies in a mountainous region: Case study Switzerland; In: OECD Global Forum on Sustainable Development: Development and Climate Change, env/epoc/ gf/sd/rd (2004)3/final, oecd, Paris, 9p.

  • Schneider S H 1990 Global warming: Are we entering the greenhouse century? 1st edn; Vintage Books, New York.

    Google Scholar 

  • Schoner W, Auer I and Bohm R 2000 Climate variability and glacier reaction in the Austrian eastern Alps; Ann. Glaciol. 31 31–38.

    Article  Google Scholar 

  • Selkowitz D J, Fagre D B and Reardon B A 2002 Interannual variations in snowpack in the Crown of the Continent Ecosystem; Hydrol. Process 16 3651–3665.

    Article  Google Scholar 

  • Sen P K 1968 Estimates of the regression coefficient based on Kendall’s tau; J. Am. Stat. Assoc. 63 (324) 1379–1389.

    Article  Google Scholar 

  • Serreze M, Walsh J, Chapin F, Osterkamp T, Dyurgerov M, Romanosky V, Oechel W, Morison J, Zhang T and Barry R 2000 Observational evidence of recent change in the northern high-latitude environment; Clim. Change 46 159–207.

    Article  Google Scholar 

  • Sevruk B 1985 Conversion of snowfall depths to water equivalents in the Swiss Alps; Workshop on the Correction of Precipitation Measurements, 1–3 April, Zurich.

  • Shekhar M S, Chand H, Kumar S, Srinivasan K and Ganju A 2010 Climate-change studies in the western Himalaya; Ann. Glaciol. 51 (54) 105–112.

    Article  Google Scholar 

  • Shrestha A B, Wake C P, Mayewski P A and Dibb J E 1999 Maximum temperature trends in the Himalaya and its vicinity: An analysis based on temperature records from Nepal for the period 1971–1994; J. Climate 12 2775– 2787.

    Article  Google Scholar 

  • Sinha R K C, Mukhopadhya R K and Chowdhary S K 1997 Trend in maximum and minimum temperature and sea level pressure over India; Intromet 1997 IIT Delhi, Hauz Khas, New Delhi.

  • Singh P and Bengtsson L 2004 Hydrological sensitivity of a large Himalayan basin to climate change; Hydrol. Process. 18 2363–2385.

    Article  Google Scholar 

  • Singh P and Kumar N 1997 Impact assessment of climate change on the hydrological response of a snow and glacier melt runoff dominated Himalayan River; J. Hydrol. 193 316–350.

    Article  Google Scholar 

  • Singh P and Jain S K 2002 Snow and glacier melt in the Satluj River at Bhakra dam in the western Himalayan region; Hydrol. Sci. 47 (1) 93–106.

    Article  Google Scholar 

  • Singh P and Jain S K 2003 Modelling of stream flow and its components for a large Himalayan basin with predominant snowmelt yields; Hydrol. Sci. J. 48 (2) 257–276.

    Article  Google Scholar 

  • Singh P and Quick M C 1993 Stream flow simulation of Satluj river in the Western Himalayas. Snow and Glacier Hydrology (Proceedings of the Kathmandu Symposium, November 2002); IAHS Publication No. 218, 261–271.

  • Stewart I T 2009 Changes in snowpack and snowmelt runoff for key mountain regions; Hydrol. Process. 23 78–94.

    Article  Google Scholar 

  • Thayyen R J and Gergan J T 2010 Role of glaciers in watershed hydrology: A preliminary study of a Himalayan Catchment; The Cryosphere 4 115–128.

    Article  Google Scholar 

  • Thayyen R J, Gergan J T and Dobhal D P 2005 Monsoonal control on glacier discharge and hydrographic characteristics, a case study of Dokriani glacier, Garhwal Himalaya, India; J. Hydrol. 36 (1–4) 37–49.

    Article  Google Scholar 

  • Woodwell G M 2004 Mountains: Top down; Ambio, pp. 35–38.

  • Yang D, Kane D L, Hinzman L D, Zhang X, Zhang T and Ye H 2002 Siberian Lena river hydrologic regime and recent change; J. Geophys. Res. 107, doi: 10.1029/2002JD002542.

  • Ye H 2000 Decadal variability of Russian winter snow accumulation and its associations with Atlantic sea-surface temperature anomalies; Int. J. Climatol. 20 1709–1728.

    Article  Google Scholar 

  • Yue S and Hashino M 2003 Temperature trends in Japan: 1900–1996; Theor. Appl. Climatol. 75 15–27.

    Google Scholar 

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Acknowledgements

First, thanks are due to BBMB for providing meteorological data and UGC for providing the fellowship. The authors would like to thank NASA for making the MODIS datasets freely available under the umbrella USGS web server. Special thanks to the reviewers for their significant comments for improving the quality of the paper. Thanks to Ms Neha Jain, SRF (NIH, Roorkee) for her help.

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Mir, R.A., Jain, S.K., Saraf, A.K. et al. Decline in snowfall in response to temperature in Satluj basin, western Himalaya. J Earth Syst Sci 124, 365–382 (2015). https://doi.org/10.1007/s12040-015-0539-z

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