Abstract
In this study, a coupled and improved snow-glacier runoff modeling framework has been presented, which aims to separate the snowmelt runoff from glaciated and non-glaciated areas. To fulfil the above objective, the two hydrological models such as the conceptual Glacier-hydrological Model (GSM-SOCONT) and Soil & Water Assessment Tool (SWAT) have been used over the Teesta river Himalayan catchments. The temperature index model (TIM) based degree-day approach (DDA) in GSM-SOCONT model has been modified and radiation components were added. The R2 values computed between observed and modeled discharge (1991–2005) was improved from 0.55 to 0.63 after adding the radiation components. Initially, SWAT model has been used for the simulation, calibration, and optimization of the various snowmelt hydrology parameters. Then, SWAT model based optimized parameters and outcomes were used as inputs to set up the GSM-SOCONT model. After simulating/separating snow melts from glaciated and non-glaciated areas, the optimized snow-glacier parameters from the improved GSM-SOCONT (1991–2005) were re-input to the SWAT for the projection of snowmelt scenarios (2008–2100) utilizing the downscaled Coupled Model Intercomparison Project Phase 5 (CMIP5) Global Circulation Models (GCMs) datasets. The snow water equivalent (SWE) reconstructed for the year 2005 from the MODIS satellite snow covers (i.e. ranges from 80 to 138 mm) found comparable to the SWAT generated SWE (i.e. ranges from 86 to 115 mm). Based on the future projections of snowmelt, the earlier snow-melting or shifts have been observed in extreme high and low elevation areas of the Sikkim Himalaya.
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References
Abbas T, Hussain F, Nabi G, Boota MW, Wu RS (2019) Uncertainty evaluation of SWAT model for snowmelt runoff in a Himalayan watershed. Terr Atmos Ocean Sci. https://doi.org/10.3319/TAO.2018.10.08.01
Abbaspour KC (2011) SWAT-CUP4: SWAT Calibration and Uncertainty Programs–A User Manual. Swiss Federal Institute of Aquatic Science and Technology, Eawag
Abbaspour KC, Yang J, Maximov I, Siber R, Bogner K, Mieleitner J, Zobrist J, Srinivasan R (2007) Modelling hydrology and water quality in the pre-alpine/alpine Thur watershed using SWAT. J Hydrol 333:413–430
Adnan M, Kang SC, Zhang GS, Anjum MN, Zaman M, Zhang YQ (2019) Evaluation of SWAT Model performance on glaciated and non-glaciated subbasins of Nam Co Lake, Southern Tibetan Plateau. China J Mount Sci 16(5):1075–1097
Armstrong RL, Rittger K, Brodzik MJ, Racoviteanu A, Barrett AP, Khalsa SJS, Raup B, Hill AF, Khan AL, Wilson AM, Kayastha RB (2019) Runoff from glacier ice and seasonal snow in High Asia: separating melt water sources in river flow. Reg Environ Change 19(5):1249–1261
Azam MF, Wagnon P, Berthier E, Vincent C, Fujita K, Kargel JS (2018) Review of the status and mass changes of Himalayan-Karakoram glaciers. J Glaciol 64(243):61–74
Bajracharya SR, Maharjan SB, Shrestha F, Guo W, Liu S, Immerzeel W, Shrestha B (2015) The glaciers of the Hindu Kush Himalayas: current status and observed changes from the 1980s to 2010. Int J Water Res Develop 31(2):161–173
Bajracharya AR, Bajracharya SR, Shrestha AB, Maharjan SB (2018) Climate change impact assessment on the hydrological regime of the Kaligandaki Basin. Nepal Sci Total Environ 625:837–848
Barsugli JJ, Ray AJ, Livneh B, Dewes CF, Heldmyer A, Rangwala I, Guinotte JM, Torbit S (2020) Projections of mountain snowpack loss for wolverine denning elevations in the Rocky Mountains. Earth’s Future 8(10):2020EF001537
Basnett S, Kulkarni AV (2019) Snow Cover Changes Observed Over Sikkim Himalaya In Environmental Change in the Himalayan Region. Springer Cham, NY
Bera AK, Singh V, Bankar N, Salunkhe SS, Sharma JR (2014) Watershed Delineation in Flat Terrain of Thar Desert Region in North West India–A Semi Automated Approach Using DEM. J Indian Soc Remote Sens 42(1):187–199
Bolch T, Kulkarni A, Kaab A, Huggel C, Paul F, Cogley JG, Stoffel M (2012) The state and fate of Himalayan glaciers. Science 336(6079):310–314
Bouamri H, Boudhar A, Gascoin S, Kinnard C (2018) Performance of temperature and radiation index models for point-scale snow water equivalent (SWE) simulations in the Moroccan High Atlas Mountains. Hydrol Sci J 63(12):1844–1862
Brown JR, Moise AF, Colman RA (2017) Projected increases in daily to decadal variability of Asian-Australian monsoon rainfall. Geophy Res Letters 44(11):5683–5690
Chakraborty A, Joshi PK, Sachdeva K (2016) Predicting distribution of major forest tree species to potential impacts of climate change in the central Himalayan region. Ecol Eng 97:593–609
Chelamallu HP, Venkataraman G, Murti MVR (2014) Accuracy assessment of MODIS/Terra snow cover product for parts of Indian Himalayas. Geocarto Int 29(6):592–608
Cogley JG (2009) A more complete version of the World Glacier Inventory. Annals Glaciol 50(53):32–38
Collados-Lara AJ, Pulido-Velazquez D, Pardo-Igúzquiza E, Alonso-González E (2020) Estimation of the spatiotemporal dynamic of snow water equivalent at mountain range scale under data scarcity. Sci Total Environ 741:140485. https://doi.org/10.1016/j.scitotenv.2020.140485
Cunderlik JM, Ouarda TB (2009) Trends in the timing and magnitude of floods in Canada. J Hydrol 375(3):471–480
Das S (2017) Performance of region-of-influence approach of frequency analysis of extreme rainfall in monsoon climate conditions. Int J Climatol 37(S1):612–623
Debele B, Srinivasan R, Gosain AK (2010) Comparison of process-based and temperature-index snowmelt modeling in SWAT. Water Res Manag 24(6):1065–1088
Dietz AJ, Kuenzer C, Conrad C (2013) Snow-cover variability in central Asia between 2000 and 2011 derived from improved MODIS daily snow-cover products. Int J Remote Sens 34(11):3879–3902
Dile YT, Srinivasan R (2014) Evaluation of CFSR climate data for hydrologic prediction in data-scarce watersheds: an application in the Blue Nile River Basin. J Am Water Res Assoc. https://doi.org/10.1111/jawr.12182
Dimri AP, Immerzeel WW, Salzmann N, Thayyen RJ (2017) Comparison of climatic trends and variability among glacierized environments in the Western Himalayas. Theoret Appl Climatol 134(1):155–163
Douglas-Mankin KR, Srinivasan R, Arnold JG (2010) Soil and Water Assessment Tool (SWAT) model: Current developments and applications. Trans ASABE 53(5):1423–1431
Engelhardt M, Leclercq P, Eidhammer T, Kumar P, Landgren O, Rasmussen R (2017) Meltwater runoff in a changing climate (1951–2099) at Chhota Shigri Glacier, Western Himalaya. Northern India Annals Glaciol 58(75):47–58
Fontaine TA, Cruickshank TS, Arnold JG, Hotchkiss RH (2002) Development of a snowfall–snowmelt routine for mountainous terrain for the soil water assessment tool (SWAT). J Hydrol 262(1–4):209–223
Ghimire S, Choudhary A, Dimri AP (2018) Assessment of the performance of CORDEX-South Asia experiments for monsoonal precipitation over the Himalayan region during present climate: part I. Clim Dyn 50(7–8):2311–2334
Gupta AS, Tarboton DG (2013) Using the Utah energy balance snow melt model to quantify snow and glacier melt in the Himalayan region. In 81st Annual Western Snow Conference: Jackson Hole, Wyoming.
Hock R (1999) A distributed temperature-index ice-and snowmelt model including potential direct solar radiation. J Glaciol 45(149):101–111
Hock R (2003) Temperature index melt modelling in mountain areas. J Hydrol 282(1):104–115
Hock R (2005) Glacier melt: a review of processes and their modelling. Progr Physical Geog 29(3):362–391
Huss M (2011) Present and future contribution of glacier storage chang e to runoff from macroscale drainage basins in Europe. Water Res Research 47(7):1–14. https://doi.org/10.1029/2010WR010299
Jain SK, Tyagi J, Singh V (2010) Simulation of runoff and sediment yield for a Himalayan watershed using SWAT model. J Water Res Protec 2(03):267–281
Jeelani G, Feddema JJ, van der Veen CJ, Stearns L (2012) Role of snow and glacier melt in controlling river hydrology in Liddar watershed (western Himalaya) under current and future climate. Water Res Research 48(12):1–16
Jeelani G, Shah RA, Jacob N, Deshpande RD (2017) Estimation of snow and glacier melt contribution to Liddar stream in a mountainous catchment, western Himalaya: an isotopic approach. Isotopes Environ Health Stud 53(1):18–35
Kulkarni AV, Singh SK (2010) Development and validation of snow cover monitoring algorithm for Himalayan region. In International Symp. Benefiting from Earth Observation, ICIMOD, Kathmandu, Nepal
Kulshrestha S, Ramsankaran R, Kumar A, Arora M, Kumar AS (2018) Investigating the performance of snowmelt runoff model using temporally varying near-surface lapse rate in Western Himalayas. Current Sci 114(4):808
Kumar M, Marks D, Dozier J, Reba M, Winstral A (2013) Evaluation of distributed hydrologic impacts of temperature-index and energy-based snow models. Adv Water Res 56:77–89
Kustas WP, Rango A, Uijlenhoet R (1994) A simple energy budget algorithm for the snowmelt runoff model. Water Res Research 30(5):1515–1527
Lu GY, Wong DW (2008) An adaptive inverse-distance weighting spatial interpolation technique. Comput and Geosc 34:1044–1055
Lute AC, Abatzoglou JT, Hegewisch KC (2015) Projected changes in snowfall extremes and interannual variability of snowfall in the western United States. Water Res Research 51(2):960–972
Mcgrath D, Sass L, O’Neel S, Arendt A, Kienholz C (2017) Hypsometric control on glacier mass balance sensitivity in Alaska and northwest Canada. Earth’s Future 5(3):324–336
Mir RA, Jain SK, Lohani AK, Saraf AK (2018) Glacier recession and glacial lake outburst flood studies in Zanskar basin, western Himalaya. J Hydrol 564:376–396. https://doi.org/10.1016/j.jhydrol.2018.05.031
Mishra SK, Chaudhary A, Shrestha RK, Pandey A, Lal M (2014) Experimental verification of the effect of slope and land use on SCS runoff curve number. Water Res Manag 28(11):3407–3416
Molotch NP, Margulis SA (2008) Estimating the distribution of snow water equivalent using remotely sensed snow cover data and a spatially distributed snowmelt model: A multi-resolution, multi-sensor comparison. Adv Water Res 31(11):1503–1514
Nachtergaele F, van Velthuizen H, Verelst L, Batjes NH, Dijkshoorn K, van Engelen VWP, Fischer G, Jones A, Montanarela L (2010) The harmonized world soil database. In Proceedings of the 19th World Congress of Soil Science, Soil Solutions for a Changing World, Brisbane, Australia, 1–6 August 2010:34–37
Neupane RP, White JD, Alexander SE (2015) Projected hydrologic changes in monsoon-dominated Himalaya Mountain basins with changing climate and deforestation. J Hydrol 525:216–230
Ngo-Duc T, Tangang FT, Santisirisomboon J, Cruz F, Trinh-Tuan L, Nguyen-Xuan T, Phan-Van T, Juneng L, Narisma G, Singhruck P, Gunawan D (2017) Performance evaluation of RegCM4 in simulating extreme rainfall and temperature indices over the CORDEX-Southeast Asia region. Int J Climatol 37(3):1634–1647
NRSC (2010) Wasteland Atlas of India National Remote Sensing Centre. Indian Space Research Organization (ISRO), Government of India Hyderabad.
Pai DS, Sridhar L, Rajeevan M, Sreejith OP, Satbhai NS, Mukhopadhyay B (2014) Development of a new high spatial resolution (0.25× 0.25) long period (1901–2010) daily gridded rainfall data set over India and its comparison with existing data sets over the region. Mausam 65(1):1–18
Palazzi E, Filippi L, von Hardenberg J (2017) Insights into elevation-dependent warming in the Tibetan Plateau-Himalayas from CMIP5 model simulations. Clim Dyn 48(11–12):3991–4008
Parajka J, Blöschl G (2008) The value of MODIS snow cover data in validating and calibrating conceptual hydrologic models. J Hydrol 358(3–4):240–258
Qi J, Li S, Jamieson R, Hebb D, Xing Z, Meng FR (2017) Modifying SWAT with an energy balance module to simulate snowmelt for maritime regions. Environmental Modelling & Software 93:146–160
Rajeevan M, Bhate J, Kale JD, Lal B (2007) High resolution daily gridded rainfall data for the Indian region: Analysis of break and active. Current Sci 91(3):296–306
RGI Consortium (2017) Randolph Glacier Inventory – A Dataset of Global Glacier Outlines: Version 60: Technical Report. Digital Media Global Land Ice Measurements from Space, Colorado, USA. https://doi.org/10.7265/N5-RGI-60
Schaefli B, Zehe E (2009) Hydrological model performance and parameter estimation in the wavelet-domain. Hydrol Earth Syst Sci 13:1921–1936. https://doi.org/10.5194/hess-13-1921-2009
Schaefli B, Hingray B, Niggli M, Musy A (2005) A conceptual glacio-hydrological model for high mountainous catchments. Hydrol Earth Syst Sci Discussion 9(1/2):95–109
Schneider D, Molotch NP (2016) Real-time estimation of snow water equivalent in the U pper C olorado R iver B asin using MODIS-based SWE Reconstructions and SNOTEL data. Water Res Research 52(10):7892–7910
Shafiq MU, Ahmed P, Islam ZU, Joshi PK, Bhat WA (2018) Snow cover area change and its relations with climatic variability in Kashmir Himalayas India. Geocarto Int 34(6):688–702
Shakoor A, Ejaz N (2019) Flow Analysis at the Snow-Covered High-Altitude Catchment via Distributed Energy Balance Modeling. Sci Rep 9(1):4783
Shakoor A, Burri A, Bavay M, Ejaz N, Ghumman AR, Comola F, Lehning M (2018) Hydrological response of two high altitude Swiss catchments to energy balance and temperature index melt schemes. Polar Sci 17:1–12
Sharma M, Areendran G, Raj K, Sharma A, Joshi PK (2016) Multitemporal analysis of forest fragmentation in Hindu Kush Himalaya—a case study from Khangchendzonga Biosphere Reserve, Sikkim. India Environ Monit Assess 188(10):596
Shrestha S, Shrestha M, Shrestha PK (2017) Evaluation of the SWAT model performance for simulating river discharge in the Himalayan and tropical basins of Asia. Hydrol Res 49(3):846–860
Shukla S, Kansal ML, Jain SK (2017) Snow cover area variability assessment in the upper part of the Satluj river basin in India. Geocarto Int 32(11):1285–1306
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. Atmos Res 167:34–60
Singh V, Goyal MK (2017) Curve number modifications and parameterization sensitivity analysis for reducing model uncertainty in simulated and projected streamflows in a Himalayan catchment. Ecolog Engg 108:17–29
Singh P, Kumar N, Arora M (2000) Degree–day factors for snow and ice for Dokriani Glacier Garhwal Himalayas. J Hydrol 235(1):1–11
Singh V, Bankar N, Salunkhe SS, Bera AK, Sharma JR (2013) Hydrological stream flow modeling on Tungabhadra catchment: parameterization and uncertainty analysis using SWAT CUP. Current Sci 104(9):1187–1199
Singh V, Jain SK, Singh PK (2019) Inter-comparisons and applicability of CMIP5 GCMs, RCMs and statistically downscaled NEX-GDDP based precipitation in India. Sci Total Environ 697:134163. https://doi.org/10.1016/j.scitotenv.2019.134163
Singh V, Jain SK, Shukla S (2020) Glacier change and glacier runoff variation in the Himalayan Baspa river basin. J Hydrol 593:125918
Snell SE (1998) Spatial Interpolation of Surface Air Temperatures Using Artificial Neural Networks: Evaluating Their Use for Downscaling GCMs. J Clim 13:886–895
Snell SE, Gopal S, Kaufmann RK (2000) Spatial interpolation of surface air temperatures using artificial neural networks: Evaluating their use for downscaling GCMs. J Climate 13:886–895
Taylor KE, Stouffer RJ, Meehl GA (2012) An Overview of CMIP5 and the Experiment Design (link is external). Bulletin Am Meteorol Soc 93:485–498. https://doi.org/10.1175/BAMS-D-11-00094.1
Thenkabail PS, Biradar CM, Noojipady P, Dheeravath V, Li Y, Velpuri M, Gumma M, Gangalakunta ORP, Turral H, Cai X, Vithanage J (2009) Global irrigated area map (GIAM), derived from remote sensing, for the end of the last millennium. Int J Remote Sens 30(14):3679–3733
Tuo Y, Marcolini G, Disse M, Chiogna G (2018) A multi-objective approach to improve SWAT model calibration in alpine catchments. J Hydrol 559:347–360
Walter MT, Brooks ES, McCool DK, King LG, Molnau M, Boll J (2005) Process-based snowmelt modeling: does it require more input data than temperature-index modeling? J Hydrol 300(1–4):65–75
Wang X, Melesse AM (2005) Evaluation of the SWAT model’s snowmelt hydrology in a northwestern Minnesota watershed. Transactions of the ASAE 48(4):1359–1376
Wei P, Ouyang W, Gao X, Hao F, Hao Z, Liu H (2017) Modified control strategies for critical source area of nitrogen (CSAN) in a typical freeze-thaw watershed. J Hydrol 551:518–531
Weissling B, Ackley SF (2016) Ice Thickness, Snow Depth, and Surface Temperature in the Chukchi Sea Ice Edge from a Vessel-mounted Sea Ice Measurement System. In American Geophysical Union, Ocean Sciences Meeting February 2016, abstract# HE24A-1427
Wilby RL, Dawson CW, Murphy C, O’Connor P, Hawkins E (2014) The Statistical Downscaling Model−Decision Centric (SDSM-DC): conceptual basis and applications. Clim Res 61:259–276
Xu J, Grumbine RE, Shrestha A, Eriksson M, Yang X, Wang YUN, Wilkes A (2009) The melting Himalayas: cascading effects of climate change on water, biodiversity, and livelihoods. Conserv Biol 23(3):520–530
Yang J, Reichert P, Abbaspour KC, Xia J, Yang H (2008) Comparing uncertainty analysis techniques for a SWAT application to the Chaohe Basin in China. J Hydrol 358(1–2):1–23
Zafar MU, Ahmed M, Rao MP, Buckley BM, Khan N, Wahab M, Palmer J (2016) Karakorum temperature out of phase with hemispheric trends for the past five centuries. Clim Dynamics 46(5–6):1943–1952
Zhang Y, Liu S, Xu J, Shangguan D (2008) Glacier change and glacier runoff variation in the Tuotuo River basin, the source region of Yangtze River in western China. Environ Geol 56(1):59–68
Zhang Z, Lu W, Chu H, Cheng W, Zhao Y (2014) Uncertainty analysis of hydrological model parameters based on the bootstrap method: A case study of the SWAT model applied to the Dongliao River Watershed, Jilin Province. Northeastern China Science China Technol Sci 57(1):219–229
Zhang S, Li X, She J, Peng X (2019) Assimilating remote sensing data into GIS-based all sky solar radiation modeling for mountain terrain. Remote Sens Environ 231:111239. https://doi.org/10.1016/j.rse.2019.111239
Zhou L, Dickinson RE, Tian Y, Vose RS, Dai Y (2007) Impact of vegetation removal and soil aridation on diurnal temperature range in a semiarid region: application to the Sahel. Proc Natl Acad Sci USA 104(46):17937–17942. https://doi.org/10.1073/pnas.0700290104
Acknowledgement
Authors are thankful to the Indian Meteorological Department (IMD) India and Central Water Commission (CWC) India for providing the necessary hydro-observation datasets to carry out the current research work. Authors are also thankful to the Earth Explorer NASA and Geophysical Fluid Dynamics Laboratory (GFDL), USA for providing the remote sensing and climate model datasets free of cost. Authors are also thankful to the National Institute of Hydrology (NIH) Roorkee India for providing the space, facility, software and other equipment to conduct this research work successfully.
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Singh, V., Jain, S.K. & Goyal, M.K. An assessment of snow-glacier melt runoff under climate change scenarios in the Himalayan basin. Stoch Environ Res Risk Assess 35, 2067–2092 (2021). https://doi.org/10.1007/s00477-021-01987-1
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DOI: https://doi.org/10.1007/s00477-021-01987-1