Spatio-temporal trends in snow extent and their linkage to hydro-climatological and topographical factors in the Chitral River Basin (Hindukush, Pakistan)

References

• Aggarwal PK, Joshi PK, Ingram JS, Gupta RK. 2004. Adapting food systems of the Indo-Gangetic plains to global environmental change: Key information needs to improve policy formulation. Environ Sci Policy. 7(6):487–498.
   Web of Science ®Google Scholar
• Ahmad I, Ahmad Z, Munir S, Obaid-Ur-Rehman S, Sra, Shabbir Y. 2018. Geo-spatial dynamics of snowcover and hydro-meteorological parameters of Astore basin, UIB, HKH Region, Pakistan. Arab J Geosci. 11(15):419.
   Web of Science ®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. 8(1):47–61.
   Web of Science ®Google Scholar
• Barnett TP, Adam JC, Lettenmaier DP. 2005. Potential impacts of a warming climate on water availability in snow-dominated regions [10.1038/nature04141]. Nature. 438(7066):303–309.
   PubMed Web of Science ®Google Scholar
• BGIG 1976. Investigation report on the Batura glacier in the Karakoram Mountains, the Islamic Republic of Pakistan (1974–1975). Beijing.
   Google Scholar
• Chalise SR, Kansakar SR, Rees G, Croker K, Zaidman M. 2003. Management of water resources and low flow estimation for the Himalayan basins of Nepal. J Hydrol. 282(1–4):25–35.
   Web of Science ®Google Scholar
• Dimri AP, Yasunari T, Wiltshire A, Kumar P, Mathison C, Ridley J, Jacob D. 2013. Application of regional climate models to the Indian winter monsoon over the western Himalayas. Sci Total Environ. 468/469(Supplement(0)):S36–S47.
   Google Scholar
• Eriksson M, Xu J, Shrestha AB, Vaidya RA, Santosh N, Sandström K. 2009. The changing Himalayas: Impact of climate change on water resources and livelihoods in the greater Himalayas. International centre for integrated mountain development (ICIMOD).
   Google Scholar
• Feng S, Hu Q. 2007. Changes in winter snowfall/precipitation ratio in the contiguous United States. J Geophys Res Atmos. 112:D15109.
   Web of Science ®Google Scholar
• Gilbert RO. 1987. Chapter 16, 16.5 Sen’s nonparametric estimator of slope. Statistical methods for environmental pollution monitoring. United States: Wiley; p. 217–219.
   Google Scholar
• Hall D, Riggs G, Salomonson V. 2006. updated weekly. MODIS/Terra Snow Cover 8-Day L3 Global 500 m Grid V005, [Maximum snow cover extent]. Boulder (CO): National Snow and Ice Data Center. Digital Media.
   Google Scholar
• Hasson S, Lucarini V, Khan MR, Petitta M, Bolch T, Gioli G. 2014. Early 21st century snow cover state over the western river basins of the Indus River system. Hydrol Earth Syst Sci). 18(10):4077–4100.
   Web of Science ®Google Scholar
• Hewitt K. 2005. The Karakoram anomaly? Glacier expansion and the elevation effect, Karakoram Himalaya. Mt Res Dev. 25(04):332–340.
   Google Scholar
• Hewitt K. 2007. Tributary glacier surges: An exceptional concentration at Panmah Glacier, Karakoram Himalaya. J Glaciol. 53(181):181–188.
   Web of Science ®Google Scholar
• Hewitt K, Wake CP, Young GJ, David C. 1989. Hydrological investigation at Biafo Glacier, Karakoram Range, Himalaya: An important source of water for the Indus River. Ann Glaciol. 13:103–108.
   Google Scholar
• Hirsch RM, Slack JR. 1984. A nonparametric trend test for seasonal data with serial dependence. Water Resour Res. 20(6):727–732.
   Web of Science ®Google Scholar
• ICIMOD R. 2014. An integrated assessment of the effects of natural and human disturbances on a wetland ecosystem: A retrospective from Phobjikha Conservation Area, Bhutan, Kathmandu: ICIMOD.
   Google Scholar
• Immerzeel WW, Droogers P, de Jong SM, Bierkens MFP. 2009. Large-scale monitoring of snow cover and runoff simulation in Himalayan river basins using remote sensing. Remote Sens Environ. 113(1):40–49.
   Web of Science ®Google Scholar
• IPCC. 2007. Climate change 2007: Impacts, adaptation and vulnerability. Contribution of Working Group II to the fourth assessment report of the intergovernmental panel on climate change. Cambridge, UK: IPCC.
   Google Scholar
• Kendall MG. 1975. Rank correlation measures. 4th ed. London: Charles Griffin.
   Google Scholar
• Kendall MG, Gibbons JD. 1990. Rank correlation methods. 5th ed. London: Edward Arnold.
   Google Scholar
• Knowles N, Dettinger MD, Cayan DR. 2006. Trends in snowfall versus rainfall in the western United States. J Climate. 19(18):4545–4559.
   Web of Science ®Google Scholar
• Kulkarni AV, Rathore BP, Singh SK, Bahuguna IM. 2011. Understanding changes in the Himalayan cryosphere using remote sensing techniques. Int J Remote Sens. 32(3):601–615.
   Web of Science ®Google Scholar
• Laghari A, Vanham D, Rauch W. 2012. To what extent does climate change result in a shift in Alpine hydrology? A case study in the Austrian Alps. Hydrol Sci J. 57(1):103–117.
   Web of Science ®Google Scholar
• Lee RJ, Nicewander WA. 1988. Thirteen ways to look at the correlation coefficient. Am Statist. 42(1):59–66.
   Web of Science ®Google Scholar
• Lee S, Klein AG, Over TM. 2005. A comparison of MODIS and NOHRSC snow-cover products for simulating streamflow using the Snowmelt Runoff Model. Hydrol Process. 19(15):2951–2972.
   Web of Science ®Google Scholar
• Mann HB. 1945. Nonparametric tests against trend. Econometrica. 13(3):245–259.
   Web of Science ®Google Scholar
• Maurer EP, Rhoads JD, Dubayah RO, Lettenmaier DP. 2003. Evaluation of the snow-covered area data product from MODIS. Hydrol Process. 17(1):59–71.
   Web of Science ®Google Scholar
• Mayer C, Lambrecht A, Belo M, Smiraglia C, Diolaiuti G. 2006. Glaciological characteristics of the ablation zone of Baltoro glacier, Karakoram, Pakistan. Ann Glaciol. 43:123–131.
   Google Scholar
• Mukhopadhyay B, Khan A. 2014. Rising river flows and glacial mass balance in central Karakoram. J Hydrol. 513(0):192–203.
   Google Scholar
• Pachauri RK, Allen MR, Barros VR, Broome J, Cramer W, Christ R, Church JA, Clarke L, Dahe Q, Dasgupta P. 2014. Climate change 2014: Synthesis report. Contribution of Working Groups I, II and III to the fifth assessment report of the Intergovernmental Panel on Climate Change. Geneva, Switzerland: IPCC.
   Google Scholar
• Pant N, Kumar M, Rawat J, Rani N. 2014. Study of snow cover dynamics of pinder watershed in Central Himalaya using remote sensing and GIS techniques. Int J Adv Earth Sci Eng. 3(1):122–128.
   Google Scholar
• Pellicciotti F, Bauder A, Parola M. 2010. Effect of glaciers on streamflow trends in the Swiss Alps. Water Resources Res. 46(10):W10522.
   Google Scholar
• Pellicciotti F, Buergi C, Immerzeel WW, Konz M, Shrestha AB. 2012. Challenges and uncertainties in hydrological modeling of remote Hindu Kush–Karakoram–Himalayan (HKH) basins: Suggestions for calibration strategies. Mountain Res Dev. 32(1):39–50.
   Web of Science ®Google Scholar
• RGI Consortium. 2017. Randolph Glacier Inventory – a dataset of global glacier outlines: Version 6.0: Technical Report, Global Land Ice Measurements from Space, Colorado, USA. Digital Media.
   Google Scholar
• Sen PK. 1968. Estimates of the regression coefficient based on Kendall’s tau. J Am Statist Assoc. 63(324):1379–1389.
   Web of Science ®Google Scholar
• Sirguey P, Mathieu R, Arnaud Y. 2009. Subpixel monitoring of the seasonal snow cover with MODIS at 250 m spatial resolution in the Southern Alps of New Zealand: Methodology and accuracy assessment. Remote Sens Environ. 113(1):160–181.
   Web of Science ®Google Scholar
• Spearman C. 1904. The proof and measurement of association between two things. Am J Psychol. 15(1):72–101.
   Google Scholar
• Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM, 2013. Climate change 2013: The physical science basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. France: IPCC.
   Google Scholar
• Tahir AA, Adamowski JF, Chevallier P, Haq AU, Terzago S. 2016. Comparative assessment of spatiotemporal snow cover changes and hydrological behavior of the Gilgit, Astore and Hunza River basins (Hindukush–Karakoram–Himalaya region, Pakistan). Meteorol Atmos Phys. 128(6):793–811.
   Web of Science ®Google Scholar
• Tahir AA, Chevallier P, Arnaud Y, Ahmad B. 2011. Snow cover dynamics and hydrological regime of the Hunza River basin, Karakoram Range, Northern Pakistan. Hydrol Earth Syst Sci. 15(7):2275–2290.
   Web of Science ®Google Scholar
• Tahir AA, Chevallier P, Arnaud Y, Ashraf M, Bhatti MT. 2015. Snow cover trend and hydrological characteristics of the Astore River basin (Western Himalayas) and its comparison to the Hunza basin (Karakoram region). Sci Total Environ. 505:748–761.
   PubMed Web of Science ®Google Scholar
• Tekeli AE, Akyürek Z, Arda Şorman A, Şensoy A, Ünal Şorman A. 2005. Using MODIS snow cover maps in modeling snowmelt runoff process in the eastern part of Turkey. Remote Sens Environ. 97(2):216–230.
   Web of Science ®Google Scholar
• Van Zyl JJ. 2001. The shuttle radar topography mission (SRTM): A breakthrough in remote sensing of topography. Acta Astronaut (UK). 48(5–12):559–565.
   Web of Science ®Google Scholar
• Vanham D. 2012. The Alps under climate change: Implications for water management in Europe. J Water Climate Change. 3(3):197–206.
   Web of Science ®Google Scholar
• Vaughan DG, Comiso JC, Allison I, Carrasco J, Kaser G, Kwok R, Mote P, Murray T, Paul F, Ren J. 2013. Observations: Cryosphere. In Stocker TF, Qin D, Plattner G-K, Tignor M, Allen SK, Boschung J, Nauels A, Xia Y, Bex V, Midgley PM, editors. 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: Cambridge University Press.
   Google Scholar
• Wake CP. 1989. Glaciochemical investigations as a tool to determine the spatial variation of snow accumulation in the Central Karakoram, Northern Pakistan. Ann Glaciol. 13:279–284.
   Google Scholar
• Winiger M, Gumpert M, Yamout H. 2005. Karakoram-Hindukush-western Himalaya: Assessing high-altitude water resources. Hydrol Process. 19(12):2329–2338.
   Web of Science ®Google Scholar
• Yao T, Guo X, Thompson L, Duan K, Wang N, Pu J, Xu B, Yang X, Sun W. 2006. δ18O record and temperature change over the past 100 years in ice cores on the Tibetan Plateau. Sci China Ser D. 49(1):1–9.
   Google Scholar
• Zhou H, Aizen E, Aizen V. 2013. Deriving long term snow cover extent dataset from AVHRR and MODIS data: Central Asia case study. Remote Sens Environ. 136:146–162.
   Web of Science ®Google Scholar