Simulation of snowmelt-runoff under climate change scenarios in a data-scarce mountain environment

References

• Akhtar, Muhammad, Nasir Ahmad, and M. J. Booij. 2008. “The Impact of Climate Change on the Water Resources of Hindukush Karakorum Himalaya Region Under Different Glacier Coverage Scenarios.” Journal of Hydrology 355 (1): 148–163. doi: 10.1016/j.jhydrol.2008.03.015
   Web of Science ®Google Scholar
• Akyurek, Zuhal, Dorothy K. Hall, George A. Riggs, and Aynur Sensoy. 2010. “Evaluating the Utility of the ANSA Blended Snow Cover Product in the Mountains of Eastern Turkey.” International Journal of Remote Sensing 31 (14): 3727–3744. doi:10.1080/01431161.2010.483484.
   Web of Science ®Google Scholar
• Archer, David. 2003. “Contrasting Hydrological Regimes in the Upper Indus Basin.” Journal of Hydrology 274 (1): 198–210. doi: 10.1016/S0022-1694(02)00414-6
   Web of Science ®Google Scholar
• Arendt, A., A. Bliss, T. Bolch, J. G. Cogley, A. S. Gardner, J.-O. Hagen, R. Hock, et al. 2015. Randolph Glacier Inventory – A Dataset of Global Glacier Outlines: Version 5.0. Global Land Ice Measurements from Space. Boulder Colorado, USA: Digital Media.
   Google Scholar
• Barry, Roger Graham. (1992). Mountain Weather and Climate. London: Psychology Press.
   Google Scholar
• Berthier, Etienne, Yves Arnaud, Rajesh Kumar, Sarfaraz Ahmad, Patrick Wagnon, and Pierre Chevallier. 2007. “Remote Sensing Estimates of Glacier Mass Balances in the Himachal Pradesh (Western Himalaya, India).” Remote Sensing of Environment 108 (3): 327–338. doi: 10.1016/j.rse.2006.11.017
   Web of Science ®Google Scholar
• Bolch, Tobias, Anil Kulkarni, Andreas Kääb, Christian Huggel, Frank Paul, J. G. Cogley, … Marlene Scheel. 2012. “The State and Fate of Himalayan Glaciers.” Science 336 (6079): 310–314. doi: 10.1126/science.1215828
   PubMed Web of Science ®Google Scholar
• Bookhagen, Bodo, and Douglas W. Burbank. 2010. “Toward a Complete Himalayan Hydrological Budget: Spatiotemporal Distribution of Snowmelt and Rainfall and Their Impact on River Discharge.” Journal of Geophysical Research 115 (F3), F03019. doi:10.1029/2009JF001426.
   Web of Science ®Google Scholar
• Butt, Mohsin Jamil, and Muhammad Bilal. 2011. “Application of Snowmelt Runoff Model for Water Resource Management.” Hydrological Processes 25 (24): 3735–3747. doi:10.1002/hyp.8099.
   Web of Science ®Google Scholar
• Dey, B., V. K. Sharma, and A. Rango. 1989. “A Test of Snowmelt-runoff Model for a Major River Basin in Western Himalayas.” Hydrology Research 20 (3): 167–178. doi: 10.2166/nh.1989.0013
   Google Scholar
• Engman, E. T., A. Rango, and J. Martinec. 1989. “EXSRM, an Expert System for Snowmelt Runoff Model (SRM).” Paper presented at the New Directions for Surface Water Model (Proceedings of the Baltimore Symposium). Washington, DC: International Association of Hydrological Sciences.
   Google Scholar
• Farr, Tom G., Paul A. Rosen, Edward Caro, Robert Crippen, Riley Duren, Scott Hensley, … , Ladislav Roth. 2007. “The Shuttle Radar Topography Mission.” Reviews of Geophysics 45 (2), RG2004. doi:10.1029/2005RG000183.
   Web of Science ®Google Scholar
• Georgievsky, M. V. 2009. “Application of the Snowmelt Runoff Model in the Kuban River Basin Using MODIS Satellite Images.” Environmental Research Letters 4 (4): 045017. doi: 10.1088/1748-9326/4/4/045017
   Web of Science ®Google Scholar
• Guo, Wanqin, Shiyin Liu, Junli Xu, Lizong Wu, Donghui Shangguan, Xiaojun Yao, … , Zongli Jiang. 2015. “The Second Chinese Glacier Inventory: Data, Methods and Results.” Journal of Glaciology 61 (226): 357–372. doi: 10.3189/2015JoG14J209
   Web of Science ®Google Scholar
• Hall, D. K., and G. A. Riggs. 2007. “Accuracy Assessment of the MODIS Snow Products.” Hydrological Processes 21 (12): 1534–1547. doi:10.1002/hyp.6715.
   Web of Science ®Google Scholar
• Hall, D. K., G. A. Riggs, and V. V. Salomonson. 2000. MODIS/Terra Snow Cover 8-day L3 Global 500m Grid V005. Boulder, CO: National Snow and Ice Data Center Digital Media.
   Google Scholar
• Hock, Regine. 2003. “Temperature Index Melt Modelling in Mountain Areas.” Journal of Hydrology 282 (1–4): 104–115. doi: 10.1016/S0022-1694(03)00257-9
   Web of Science ®Google Scholar
• Immerzeel, W. W., P. Droogers, S. M. De Jong, and M. F. P. Bierkens. 2009. “Large-scale Monitoring of Snow Cover and Runoff Simulation in Himalayan River Basins Using Remote Sensing.” Remote Sensing of Environment 113 (1): 40–49. doi: 10.1016/j.rse.2008.08.010
   Web of Science ®Google Scholar
• Immerzeel, W. W., F. Pellicciotti, and M. F. P. Bierkens. 2013. “Rising River Flows Throughout the Twenty-first Century in Two Himalayan Glacierized Watersheds.” Nature Geoscience 6 (9): 742–745. doi:10.1038/ngeo1896.
   Web of Science ®Google Scholar
• Immerzeel, W. W., L. P. H. van Beek, and M. F. P. Bierkens. 2010. “Climate Change Will Affect the Asian Water Towers.” Science 328 (5984): 1382–1385. doi:10.1126/science.1183188.
   PubMed Web of Science ®Google Scholar
• Immerzeel, W. W., L. P. H. van Beek, M. Konz, A. B. Shrestha, and M. F. P. Bierkens. 2012. “Hydrological Response to Climate Change in a Glacierized Catchment in the Himalayas.” Climatic Change 110 (3-4): 721–736. doi: 10.1007/s10584-011-0143-4
   PubMed Web of Science ®Google Scholar
• Kendall, M. G. 1975. Rank Correlation Methods. 4th ed. London: Charles Griffin.
   Google Scholar
• Kendall, M. G., and J. D. Gibbons. (1990). Rank Correlation Methods. 5th ed. Translated by J. D. Gibbons. London: Edward Arnold.
   Google Scholar
• Konz, M., S. Uhlenbrook, L. Braun, A. Shrestha, and S. Demuth. 2007. “Implementation of a Process-based Catchment Model in a Poorly Gauged, Highly Glacierized Himalayan Headwater.” Hydrology and Earth System Sciences Discussions 11 (4): 1323–1339. doi: 10.5194/hess-11-1323-2007
   Web of Science ®Google Scholar
• Kustas, William P., Albert Rango, and Remko Uijlenhoet. 1994. “A Simple Energy Budget Algorithm for the Snowmelt Runoff Model.” Water Resources Research 30 (5): 1515–1527. doi: 10.1029/94WR00152
   Web of Science ®Google Scholar
• Lee Rodgers, Joseph, and W. Alan Nicewander. 1988. “Thirteen Ways to Look at the Correlation Coefficient.” The American Statistician 42 (1): 59–66. doi:10.1080/00031305.1988.10475524.
   Web of Science ®Google Scholar
• Lee, Songweon, Andrew G. Klein, and Thomas M. Over. 2005. “A Comparison of MODIS and NOHRSC Snowcover Products for Simulating Streamflow Using the Snowmelt Runoff Model.” Hydrological Processes 19 (15): 2951–2972. doi: 10.1002/hyp.5810
   Web of Science ®Google Scholar
• Liang, Tian Gang, Xiao Dong Huang, Cai Xia Wu, Xing Yuan Liu, Wen Long Li, Zheng Gang Guo, and Ji Zhou Ren. 2008. “An Application of MODIS Data to Snow Cover Monitoring in a Pastoral Area: A Case Study in Northern Xinjiang, China.” Remote Sensing of Environment 112 (4): 1514–1526. doi: 10.1016/j.rse.2007.06.001
   Web of Science ®Google Scholar
• Ma, Hong, and Guodong Cheng. 2003. “A Test of Snowmelt Runoff Model (SRM) for the Gongnaisi River Basin in the Western Tianshan Mountains, China.” Chinese Science Bulletin 48 (20): 2253–2259. doi: 10.1007/BF03182862
   Google Scholar
• Martinec, J. 1975. “Snowmelt-runoff Model for Stream Flow Forecasts.” Nordic Hydrology 6 (3): 145–154. doi: 10.2166/nh.1975.0010
   Google Scholar
• Martinec, Jaroslav, Albert Rango, Ralph Roberts, Michael F. Baumgartner, and Gabriela M Apfl. 1998. Snowmelt Runoff Model (SRM) User’s Manual. Department of Geography, University of Berne, Berne, Switzerland.
   Google Scholar
• Maurer, Edwin P., Joshua D. Rhoads, Ralph O. Dubayah, and Dennis P. Lettenmaier. 2003. “Evaluation of the Snow-covered Area Data Product from MODIS.” Hydrological Processes 17 (1): 59–71. doi:10.1002/hyp.1193.
   Web of Science ®Google Scholar
• Mukhopadhyay, Biswajit, and Aniruddha Dutta. 2010. “A Stream Water Availability Model of Upper Indus Basin Based on a Topologic Model and Global Climatic Datasets.” Water Resources Management 24 (15): 4403–4443. doi: 10.1007/s11269-010-9666-0
   Web of Science ®Google Scholar
• Mukhopadhyay, Biswajit, and Asif Khan. 2014. “Rising River Flows and Glacial Mass Balance in Central Karakoram.” Journal of Hydrology 513: 192–203. doi: 10.1016/j.jhydrol.2014.03.042
   Web of Science ®Google Scholar
• Naeem, Usman Ali, Hashim Nisar Hashmi, and Abdul Sattar Shakir. 2013. “Flow Trends in River Chitral due to Different Scenarios of Glaciated Extent.” KSCE Journal of Civil Engineering 17 (1): 244–251. doi: 10.1007/s12205-013-1978-1
   Web of Science ®Google Scholar
• Nuimura, T., A. Sakai, K. Taniguchi, H. Nagai, D. Lamsal, S. Tsutaki, and K. Fujita. 2015. “The GAMDAM Glacier Inventory: A Quality-controlled Inventory of Asian Glaciers.” The Cryosphere 9 (3): 849–864. doi:10.5194/tc-9-849-2015.
   Web of Science ®Google Scholar
• Panday, Prajjwal K., Christopher A. Williams, Karen E. Frey, and Molly E. Brown. 2014. “Application and Evaluation of a Snowmelt Runoff Model in the Tamor River Basin, Eastern Himalaya Using a Markov Chain Monte Carlo (MCMC) Data Assimilation Approach.” Hydrological Processes 28 (21): 5337–5353. doi: 10.1002/hyp.10005
   Web of Science ®Google Scholar
• Prasad, Vajja Hari, and Partha Sarathi Roy. 2005. “Estimation of Snowmelt Runoff in Beas Basin, India.” Geocarto International 20 (2): 41–47. doi: 10.1080/10106040508542344
   Google Scholar
• Pu, Zhaoxia, Li Xu, and Vincent V. Salomonson. 2007. “MODIS/Terra Observed Seasonal Variations of Snow Cover Over the Tibetan Plateau.” Geophysical Research Letters 34 (6), L06706. doi:10.1029/2007GL029262.
   Web of Science ®Google Scholar
• Ragettli, S., F. Pellicciotti, W. W. Immerzeel, E. S. Miles, L. Petersen, M. Heynen, J. M. Shea et al. 2015. “Unraveling the Hydrology of a Himalayan Catchment Through Integration of High Resolution In Situ Data and Remote Sensing with an Advanced Simulation Model.” Advances in Water Resources 78: 94–111. doi:10.1016/j.advwatres.2015.01.013.
   Web of Science ®Google Scholar
• Rango, Albert, Jaroslav Martinec, and Ralph Roberts. 2008. “Relative Importance of Glacier Contributions to Water Supply in a Changing Climate.” World Resource Review 20 (3): 233–251.
   Google Scholar
• Roohi, Rakhshan. (2006). “Glaciers and Glacial Lakes of Karakoram Range of Pakistan.” Paper presented at the GIS-IDEAS, Ho Chi Minh City, Vietnam. http://wgrass.media.osaka-cu.ac.jp/gisideas06/viewabstract.php?id=107.
   Google Scholar
• Savéan, Marie, François Delclaux, Pierre Chevallier, Patrick Wagnon, Nahossio Gonga-Saholiariliva, Rajendra Sharma, … Yves Arnaud. 2015. “Water Budget on the Dudh Koshi River (Nepal): Uncertainties on Precipitation.” Journal of Hydrology 531: 850–862. doi: 10.1016/j.jhydrol.2015.10.040
   Web of Science ®Google Scholar
• Seidel, Klaus, Jaroslav Martinec, and Michael F. Baumgartner. 2000. “Modeling Runoff and Impact of Climate Change in Large Himalayan Basins.” Paper presented at the International Conference on Integrated Water Resources Management (ICIWRM).
   Google Scholar
• Sharma, Vaibhav, Varunendra Dutta Mishra, and Pawan Kumar Joshi. 2013. “Implications of Climate Change on Streamflow of a Snow-fed River System of the Northwest Himalaya.” Journal of Mountain Science 10 (4): 574–587. doi: 10.1007/s11629-013-2667-8
   Web of Science ®Google Scholar
• Shrestha, Arun B., and Raju Aryal. 2011. “Climate Change in Nepal and Its Impact on Himalayan Glaciers.” Regional Environmental Change 11 (1): 65–77. doi: 10.1007/s10113-010-0174-9
   Web of Science ®Google Scholar
• Shrestha, Madan Lall, and Arun Bhakta Shrestha. 2004. “Recent Trends and Potential Climate Change Impacts on Glacier Retreat/Glacier Lakes in Nepal and Potential Adaptation.” Paper presented at the presentation by ML Shrestha, Director of the Department of Hydrology and Meteorology of Nepal, at the OECD Global Forum on Sustainable Development, Paris.
   Google Scholar
• Sirguey, Pascal, Renaud Mathieu, and Yves Arnaud. 2009. “Subpixel Monitoring of the Seasonal Snow Cover with MODIS at 250m Spatial Resolution in the Southern Alps of New Zealand: Methodology and Accuracy Assessment.” Remote Sensing of Environment 113 (1): 160–181. doi: 10.1016/j.rse.2008.09.008
   Web of Science ®Google Scholar
• Stocker, T. F., D. Qin, G. K. Plattner, M. Tignor, S. K. Allen, J. Boschung, … , B. M. Midgley. 2013. “IPCC, 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, pp. 1535.
   Google Scholar
• Tahir, Adnan Ahmad, Pierre Chevallier, Yves Arnaud, Muhammad Ashraf, and Muhammad Tousif Bhatti. 2015. “Snow Cover Trend and Hydrological Characteristics of the Astore River Basin (Western Himalayas) and its Comparison to the Hunza Basin (Karakoram Region).” Science of The Total Environment 505: 748–761. doi:10.1016/j.scitotenv.2014.10.065.
   PubMed Web of Science ®Google Scholar
• Tahir, Adnan Ahmad, Pierre Chevallier, Yves Arnaud, Luc Neppel, and Bashir Ahmad. 2011. “Modeling Snowmelt-Runoff Under Climate Scenarios in the Hunza River Basin, Karakoram Range, Northern Pakistan.” Journal of Hydrology 409 (1–2): 104–117. doi: 10.1016/j.jhydrol.2011.08.035
   Web of Science ®Google Scholar
• Tekeli, A. Emre, Zuhal Akyurek, A. Arda Åžorman, Aynur Åžensoy, and A. Ãœnal Åžorman. 2005. “Using MODIS Snow Cover Maps in Modeling Snowmelt Runoff Process in the Eastern Part of Turkey.” Remote Sensing of Environment 97 (2): 216–230. doi: 10.1016/j.rse.2005.03.013
   Web of Science ®Google Scholar
• Wang, Xianwei, Hongjie Xie, Tiangang Liang, and Xiaodong Huang. 2009. “Comparison and Validation of MODIS Standard and new Combination of Terra and Aqua Snow Cover Products in Northern Xinjiang, China.” Hydrological Processes 23 (3): 419–429. doi: 10.1002/hyp.7151
   Web of Science ®Google Scholar
• World Meteorological Organization. 1986. Intercomparison of Models of Snowmelt Runoff. Geneva: Secretariat of the World Meteorological Organization.
   Google Scholar
• Yao, Tandong, Lonnie Thompson, Wei Yang, Wusheng Yu, Yang Gao, Xuejun Guo, and Baiqing Xu. 2012. “Different Glacier status with Atmospheric Circulations in Tibetan Plateau and Surroundings.” Nature Climate Change 2 (9): 663–667. doi: 10.1038/nclimate1580
   Web of Science ®Google Scholar
• Zhang, Guoqing, Hongjie Xie, Tandong Yao, Hongyi Li, and Shuiqiang Duan. 2014. “Quantitative Water Resources Assessment of Qinghai Lake Basin Using Snowmelt Runoff Model (SRM).” Journal of Hydrology 519: 976–987. doi:10.1016/j.jhydrol.2014.08.022.
   Web of Science ®Google Scholar
• Zhang, Yong, Shiyin Liu, and Yongjian Ding. 2006. “Observed Degree-day Factors and Their Spatial Variation on Glaciers in Western China.” Annals of Glaciology 43 (1): 301–306. doi: 10.3189/172756406781811952
   Google Scholar