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.
Similar content being viewed by others
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Brown R D and Goodison B E 1996 Interannual variability in reconstructed Canadian snow cover, 1915–1992; J. Climate 9 1299–1318.
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.
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.
Clark M P, Serreze M C and Robinson D A 1999 Atmospheric controls on Eurasian snow extent; Int. J. Climatol. 19 27–40.
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.
Deems J S, Fassnacht S R and Elder K J 2006 Fractal distribution of snow depth from LiDAR data; J. Hydrometeorol. 7 285–297.
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.
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.
Dimri A P and Dash S K 2010 Winter Temperature and Precipitation changes in the Siachen Glacier; Curr. Sci. 98 (12) 1620–1625.
Dimri A P and Dash S K 2012 Wintertime climatic trends in the western himalayas; Clim. Change 111 (3–4) 775–800.
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.
Dozier J 1989 Spectral signature of alpine snow cover from the Landsat Thematic Mapper; Remote Sens. Environ. 28 9–22.
Frei A, Robinson D A and Hughes M G 1999 North American snow extent 1900–1994; Int. J. Climatol. 19 1517–1534.
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.
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.
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.
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.
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.
Hansen J, Sato M, Ruedy R, Lo K and Lea D W 2006 Global temperature change; Proc. Natl. Acad. Sci. USA 103 14288–14293.
Hantel M, Ehrendorfer M and Haslinger A 2000 Climate sensitivity of snow cover duration in Austria; Int. J. Climatol. 20 615–640.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Kendall M G 1975 Rank correlation methods; 3rd edn, Hafner Publishing Company, New York, 128p.
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.
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.
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.
Laternser M and Schneebeli M 2003 Long-term snow climate trends of the Swiss Alps (1931–99); Int. J. Climatol. 23 733–750.
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.
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.
Meissner S and Reller A 2005 Sustainable management of Alpine water potentials. Revue De Geographie Alpine; J. Alp. Res. 93 (3) 5–29.
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.
Mote P W 2006 Climate-driven variability and trends in mountain snowpack in western North America; J. Climate 19 6209–6220.
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.
Pant G B and Rupa K 1997 Climate of South Asia; John Willey & Sons, Chichester, UK, 320p.
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.
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.
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.
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.
Schoner W, Auer I and Bohm R 2000 Climate variability and glacier reaction in the Austrian eastern Alps; Ann. Glaciol. 31 31–38.
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.
Sen P K 1968 Estimates of the regression coefficient based on Kendall’s tau; J. Am. Stat. Assoc. 63 (324) 1379–1389.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Yue S and Hashino M 2003 Temperature trends in Japan: 1900–1996; Theor. Appl. Climatol. 75 15–27.
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.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
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
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12040-015-0539-z