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Evaluation of the SWAT model for water balance study of a mountainous snowfed river basin of Nepal

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Abstract

In this study, a semi-distributed hydrologic model Soil and Water Assessment Tool (SWAT) has been employed for the Karnali River basin, Nepal to test its applicability for hydrological simulation. Further, model was evaluated to carry out the water balance study of the basin and to determine the snowmelt contribution in the river flow. Snowmelt Runoff Model (SRM) was also used to compare the snowmelt runoff simulated from the SWAT model. The statistical results show that performance of the SWAT model in the Karnali River basin is quite good (p-factor = 0.88 and 0.88, for daily calibration and validation, respectively; r-factor = 0.76 and 0.71, for daily calibration and validation, respectively). Baseflow alpha factor (ALPHA_BF) was found most sensitive parameter for the flow simulation. The study revealed that the average annual runoff volume available at the basin outlet is about 47.16 billion cubic metre out of which about 12% of runoff volume is contributed by the snowmelt runoff. About 25% of annual precipitation seems to be lost as evapotranspiration. The results revealed that both the models, SWAT and SRM, can be efficiently applied in the mountainous river basins of Nepal for planning and management of water resources.

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References

  • Abbaspour KC (2011) SWAT-CUP4: SWAT calibration and uncertainty programs—a user manual. Swiss Federal Institute of Aquatic Science and Technology, Eawag, Dübendorf

    Google Scholar 

  • Abbaspour KC, Vejdani M, Haghighat S (2007) SWAT-CUP calibration and uncertainty programs for SWAT. In: MODSIM 2007 international congress on modelling and simulation, modelling and simulation society of Australia and New Zealand, pp 1603–1609

  • Abudu S, Cui CL, Saydi M, King JP (2012) Application of snowmelt runoff model (SRM) in mountainous watersheds: a review. Water Sci Eng 5(2):123–136

    Google Scholar 

  • Arnold JG, Allen PM, Bernhardt G (1993) A comprehensive surface-groundwater flow model. J Hydrol 142(1):47–69

    Article  Google Scholar 

  • Arnold JG, Srinivasan R, Muttiah RS, Williams JR (1998) Large area hydrologic modeling and assessment part I: model development 1. J Am Water Resour Assoc 34(1):73–89

    Article  Google Scholar 

  • Bashir F, Rasul G (2010) Estimation of water discharge from Gilgit basin, using remote sensing, GIS and runoff modeling. Pak J Meteorol 6(12):97–113

    Google Scholar 

  • Bavera D, De Michele C, Pepe M, Rampini A (2012) Melted snow volume control in the snowmelt runoff model using a snow water equivalent statistically based model. Hydrol Process 26(22):3405–3415

    Article  Google Scholar 

  • Bookhagen B, Burbank DW (2010) Toward a complete Himalayan hydrological budget: spatiotemporal distribution of snowmelt and rainfall and their impact on river discharge. J Geophys Res Earth Surf 115(F03019):1–25

    Google Scholar 

  • Borah DK, Bera M (2003) Watershed-scale hydrologic and nonpoint-source pollution models: review of mathematical bases. Trans ASAE 46(6):1553–1556

    Article  Google Scholar 

  • Butt MJ, Bilal M (2011) Application of snowmelt runoff model for water resource management. Hydrol Process 25(24):3735–3747

    Article  Google Scholar 

  • Choi JY, Engel BA, Chung HW (2002) Daily streamflow modelling and assessment based on the curve-number technique. Hydrol Process 16(16):3131–3150

    Article  Google Scholar 

  • Cibin R, Sudheer KP, Chaubey I (2010) Sensitivity and identifiability of stream flow generation parameters of the SWAT model. Hydrol Process 24(9):1133–1148

    Article  Google Scholar 

  • Debele B, Srinivasan R, Gosain AK (2010) Comparison of process-based and temperature-index snowmelt modeling in SWAT. Water Resour Manag 24(6):1065–1088

    Article  Google Scholar 

  • Dey B, Sharma VK, Rango A (1989) A test of snowmelt-runoff model for a major river basin in western Himalayas. Hydrol Res 20(3):167–178

    Google Scholar 

  • Dhami BS, Pandey A, Gautam AK (2016) Snowmelt runoff modeling and impact of climate change in The Himalayan river basin. In: ASABE annual international meeting. American Society of Agricultural and Biological Engineers, p 1. https://doi.org/10.13031/aim.20162460606

  • Dijkshoorn K, Huting J (2009) Soil and terrain database for Nepal. Wageningen, ISRIC—World Soil Information

    Google Scholar 

  • 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):209–223

    Article  Google Scholar 

  • Gassman PW, Arnold JG, White M, Srinivasan R, Reyes M, Kim, NW, Abbaspour K (2012) Worldwide use of SWAT: 2012 update. In: Proceedings of the 2012 international SWAT conference. India Habitat Centre, Lodhi Road, New Delhi, India, pp 18–20

  • Golmohammadi G, Rudra R, Prasher S, Madani A, Youssef M, Goel P, Mohammadi K (2017) Impact of tile drainage on water budget and spatial distribution of sediment generating areas in an agricultural watershed. Agric Water Manag 184:124–134

    Article  Google Scholar 

  • Gupta HV, Sorooshian S, Yapo PO (1999) Status of automatic calibration for hydrologic models: comparison with multilevel expert calibration. J Hydrol Eng 4(2):135–143

    Article  Google Scholar 

  • Gyawali D (2001) Water in Nepal. Himal Books and Panos South Asia with Nepal Conservation Foundation, Lalitpur

    Google Scholar 

  • Hagen T (1969) Volume 1: preliminary reconnaissance report of the geological survey of Nepal

  • Himanshu SK, Pandey A, Patil A (2017a) Hydrologic evaluation of TMPA-3B42V7 precipitation dataset over an agricultural watershed using the SWAT model. J Hydrol Eng. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001629

    Google Scholar 

  • Himanshu SK, Pandey A, Shrestha P (2017b) Application of SWAT in an Indian river basin for modeling runoff, sediment and water balance. Environ Earth Sci 76(1):3

    Article  Google Scholar 

  • Jain SK, Goswami A, Saraf AK (2010) Snowmelt runoff modelling in a Himalayan basin with the aid of satellite data. Int J Remote Sens 31(24):6603–6618

    Article  Google Scholar 

  • Kim NW, Lee J (2008) Temporally weighted average curve number method for daily runoff simulation. Hydrol Process 22(25):4936–4948

    Article  Google Scholar 

  • Kusre BC, Baruah DC, Bordoloi PK, Patra SC (2010) Assessment of hydropower potential using GIS and hydrological modeling technique in Kopili River basin in Assam (India). Appl Energy 87(1):298–309

    Article  Google Scholar 

  • Lamadrid AJ, MacClune K (2010) Climate and hydrological modeling in Hindu-Kush Himalaya region. Work package 3 feasibility rep. for a Himalayan climate change impact and adaptation assessment (HICIA)

  • Leavesley GH (1989) Problems of snowmelt runoff modelling for a variety of physiographic and climatic conditions. Hydrol Sci J 34(6):617–634

    Article  Google Scholar 

  • Li X, Williams MW (2008) Snowmelt runoff modelling in an arid mountain watershed, Tarim basin, China. Hydrol Process 22(19):3931–3940

    Article  Google Scholar 

  • Martinec J (1975) Snowmelt-runoff model for stream flow forecasts. Hydrol Res 6(3):145–154

    Google Scholar 

  • Martinec J, Rango A, Roberts R (1998) Snowmelt runoff model (SRM) user’s manual. Geographica Bernensia P35, Department of Geography, University of Berne, 84 pp. https://jornada.nmsu.edu/bibliography/08-023.pdf

  • Moriasi DN, Arnold JG, Van Liew MW, Bingner RL, Harmel RD, Veith TL (2007) Model evaluation guidelines for systematic quantification of accuracy in watershed simulations. Trans ASABE 50(3):885–900

    Article  Google Scholar 

  • Omani N, Srinivasan R, Smith PK, Karthikeyan R (2017) Glacier mass balance simulation using SWAT distributed snow algorithm. Hydrol Sci J 62(4):546–560

    Article  Google Scholar 

  • Panday PK, Williams CA, Frey KE, Brown ME (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. Hydrol Process 28(21):5337–5353

    Article  Google Scholar 

  • Pandey A, Lalrempuia D, Jain SK (2015) Assessment of hydropower potential using spatial technology and SWAT modelling in the Mat River, southern Mizoram, India. Hydrol Sci J 60(10):1651–1665

    Article  Google Scholar 

  • Pandey A, Himanshu SK, Mishra SK, Singh VP (2016) Physically based soil erosion and sediment yield models revisited. CATENA 147:595–620

    Article  Google Scholar 

  • Pradhanang SM, Anandhi A, Mukundan R, Zion MS, Pierson DC, Schneiderman EM, Frei A (2011) Application of SWAT model to assess snowpack development and streamflow in the Cannonsville watershed, New York, USA. Hydrol Process 25(21):3268–3277

    Article  Google Scholar 

  • Qiu LJ, Zheng FL, Yin RS (2012) SWAT-based runoff and sediment simulation in a small watershed, the loessial hilly-gullied region of China: capabilities and challenges. Int J Sediment Res 27(2):226–234

    Article  Google Scholar 

  • Rahman K, Maringanti C, Beniston M, Widmer F, Abbaspour K, Lehmann A (2013) Streamflow modeling in a highly managed mountainous glacier watershed using SWAT: the Upper Rhone River watershed case in Switzerland. Water Resour Manag 27(2):323–339

    Article  Google Scholar 

  • Schuol J, Abbaspour KC, Srinivasan R, Yang H (2008) Estimation of freshwater availability in the West African sub-continent using the SWAT hydrologic model. J Hydrol 352(1):30–49

    Article  Google Scholar 

  • Seidel K, Martinec J, Baumgartner MF (2000) Modelling runoff and impact of climate change in large Himalayan basins. In: International conference on integrated water resources management (ICIWRM), pp 19–21

  • Sharma CK (1981) Groundwater resources of Nepal, 2nd edn. Kathmandu, ICIMOD

    Google Scholar 

  • Tahir AA, Chevallier P, Arnaud Y, Neppel L, Ahmad B (2011) Modeling snowmelt-runoff under climate scenarios in the Hunza River basin, Karakoram Range, Northern Pakistan. J Hydrol 409(1):104–117

    Article  Google Scholar 

  • Tekeli AE, Akyürek Z, Şorman AA, Şensoy A, Şorman AÜ (2005) Using MODIS snow cover maps in modeling snowmelt runoff process in the eastern part of Turkey. Remote Sens Environ 97(2):216–230

    Article  Google Scholar 

  • Troin M, Caya D (2014) Evaluating the SWAT’s snow hydrology over a Northern Quebec watershed. Hydrol Process 28(4):1858–1873

    Article  Google Scholar 

  • Van Griensven A (2005) Sensitivity, auto-calibration, uncertainty and model evaluation in SWAT 2005. Unpublished report, 25

  • Viola MR, Mello CRD, Acerbi FW Jr, Silva AMD (2009) Hydrologic modeling in the Aiuruoca river basin, Minas Gerais State. Rev Bras Eng Agríc Ambient 13(5):581–590

    Article  Google Scholar 

  • Wang J, Li S (2006) Effect of climatic change on snowmelt runoffs in mountainous regions of inland rivers in Northwestern China. Sci China Ser D Earth Sci 49(8):881–888

    Article  Google Scholar 

  • Wang J, Li H, Hao X (2010) Responses of snowmelt runoff to climatic change in an inland river basin, Northwestern China, over the past 50 years. Hydrol Earth Syst Sci 14(10):1979–1987

    Article  Google Scholar 

  • Xu CY, Singh VP (1998) A review on monthly water balance models for water resources investigations. Water Resour Manag 12(1):20–50

    Article  Google Scholar 

  • Zabaleta A, Meaurio M, Ruiz E, Antigüedad I (2014) Simulation climate change impact on runoff and sediment yield in a small watershed in the Basque Country, northern Spain. J Environ Qual 43(1):235–245

    Article  Google Scholar 

  • Zhang Y, Liu S, Ding Y (2006) Observed degree-day factors and their spatial variation on glaciers in western China. Ann Glaciol 43(1):301–306

    Article  Google Scholar 

  • Zhang Y, Luo Y, Sun L, Liu S, Chen X, Wang X (2016) Using glacier area ratio to quantify effects of melt water on runoff. J Hydrol 538:269–277

    Article  Google Scholar 

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Correspondence to Sushil Kumar Himanshu.

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Dhami, B., Himanshu, S.K., Pandey, A. et al. Evaluation of the SWAT model for water balance study of a mountainous snowfed river basin of Nepal. Environ Earth Sci 77, 21 (2018). https://doi.org/10.1007/s12665-017-7210-8

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