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Erschienen in: Sustainable Water Resources Management 2/2023

01.04.2023 | Original Article

Performance evaluation of hydrological model in simulating streamflow and water balance analysis: spatiotemporal calibration and validation in the upper Awash sub-basin in Ethiopia

verfasst von: Abdulkerim Bedewi Serur

Erschienen in: Sustainable Water Resources Management | Ausgabe 2/2023

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Abstract

Model calibration is critical for hydrologic modeling of large heterogeneous watershed environments. There is little guidance available for model calibration protocols for distributed models aimed at capturing the spatial variability of hydrologic processes in Ethiopia. Therefore, the main aim of this study was to evaluate the performance of the soil and water assessment tool (SWAT) hydrologic model using multi-site gauged data for simulating streamflow and analyzing water balance within upper Awash sub-basin in Ethiopia. On a monthly basis, the sequential uncertainty fitting version-2 (SUFI-2) algorithm embedded in the SWAT-calibration and uncertainty program (SWAT-CUP) was used for sensitivity analysis, calibration, and validation. The coefficient of determination (R2), Nash Sutcliffe efficiency (NSE), and percent bias (PBIAS) were used to statistically evaluate the SWAT model's performance in simulating streamflow. The monthly observed and simulated streamflow statistics revealed that values of R2, NSE, and PBIAS varied from 0.80 to 0.74 and 0.74 to 0.66, 0.74 to 0.66 and 0.71 to 0.62, -3.20 to 14.90 and 18.60 to 8.00 during spatial calibration and validation periods, respectively. In the entire sub-basin, the mean annual rainfall was approximately 1365.03 mm; of this amount, 11.61% flowed as surface runoff (SURFQ), 7.43% as lateral flow (LATQ), about 35.47% flowed as baseflow (GWQ), and 45.41% vanished as evapotranspiration. The sub-basin's average net annual water yield (WY), which includes the SURFQ, LATQ, and GWQ, contributes about 54.63% of the average annual rainfall. The multi-site calibration and validation-based performance evaluation results indicated that the SWAT model would simulate catchment hydrology very well at all gauged stations in the upper Awash sub-basin. According to the findings of the study, to achieve the required model performance efficiency and detect spatial variability within sub-basins, the performance of hydrological models should be evaluated using multi-site streamflow data, which is immensely useful for planning and designing proper water management strategies in the Awash River basin.

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Literatur
Zurück zum Zitat Abbaspour KC (2014) SWAT-CUP 2012. SWAT Calibration and Uncertainty Analysis Programs – A User Manual. Eawag: Swiss Federal Institute of Aquatic Science and Technology, Switzerland Abbaspour KC (2014) SWAT-CUP 2012. SWAT Calibration and Uncertainty Analysis Programs – A User Manual. Eawag: Swiss Federal Institute of Aquatic Science and Technology, Switzerland
Zurück zum Zitat Abbott MB, Bathurst JC, Cunge JA, O’connell PE, Rasmussen J (1986) An introduction to the European Hydrological System-Systeme Hydrologique Europeen, “SHE”, 2: structure of a physically-based, distributed modelling system. J Hydrol 87(1–2):61–77CrossRef Abbott MB, Bathurst JC, Cunge JA, O’connell PE, Rasmussen J (1986) An introduction to the European Hydrological System-Systeme Hydrologique Europeen, “SHE”, 2: structure of a physically-based, distributed modelling system. J Hydrol 87(1–2):61–77CrossRef
Zurück zum Zitat Andersen J, Refsgaard JC, Jensen KH (2001) Distributed hydrological modeling of the Senegal River Basin-model construction and validation. J Hydrol 247:200–214CrossRef Andersen J, Refsgaard JC, Jensen KH (2001) Distributed hydrological modeling of the Senegal River Basin-model construction and validation. J Hydrol 247:200–214CrossRef
Zurück zum Zitat Arnold JG, Srinivasan R, Muttiah RS, Williams JR (1998) Large area hydrologic modeling and assessment part I: model development. JAWRA J Am Water Resour Assoc 34(1):73–89CrossRef Arnold JG, Srinivasan R, Muttiah RS, Williams JR (1998) Large area hydrologic modeling and assessment part I: model development. JAWRA J Am Water Resour Assoc 34(1):73–89CrossRef
Zurück zum Zitat Arnold JG, Kiniry JR, Srinivasan R, Williams JR, Haney EB, Neitsch SL (2012a) Input/Output Documentation Version 2012a. Texas Water Resources Institute – TR, 439 650p Arnold JG, Kiniry JR, Srinivasan R, Williams JR, Haney EB, Neitsch SL (2012a) Input/Output Documentation Version 2012a. Texas Water Resources Institute – TR, 439 650p
Zurück zum Zitat Arnold JG, Moriasi DN, Gassman PW, Abbaspour KC, White MJ, Srinivasan R, Santhi C, Harmel RD, Griensven A, Van Liew MW, Van Kannan N, Jha MK (2012b) SWAT: model use, calibration, and validation. Trans ASABE 55:1491–1508CrossRef Arnold JG, Moriasi DN, Gassman PW, Abbaspour KC, White MJ, Srinivasan R, Santhi C, Harmel RD, Griensven A, Van Liew MW, Van Kannan N, Jha MK (2012b) SWAT: model use, calibration, and validation. Trans ASABE 55:1491–1508CrossRef
Zurück zum Zitat Awash Basin Authority (AwBA) (2017) Awash River Basin Strategic Plan Main Report. Awash Basin Authority, Addis Ababa, Ethiopia. Awash Basin Authority (AwBA) (2017) Awash River Basin Strategic Plan Main Report. Awash Basin Authority, Addis Ababa, Ethiopia.
Zurück zum Zitat Bannwarth MA et al (2015) Simulation of stream flow components in a mountainous catchment in northern Thailand with SWAT, using the ANSELM calibration approach. Hydrol Processess 29(6):1340–1352CrossRef Bannwarth MA et al (2015) Simulation of stream flow components in a mountainous catchment in northern Thailand with SWAT, using the ANSELM calibration approach. Hydrol Processess 29(6):1340–1352CrossRef
Zurück zum Zitat Bergstrom S, Lindstrom G, Pettersson A (2002) Multi-variable parameter estimation to increase confidence in hydrological modeling. Hydrol Process 16:413–421CrossRef Bergstrom S, Lindstrom G, Pettersson A (2002) Multi-variable parameter estimation to increase confidence in hydrological modeling. Hydrol Process 16:413–421CrossRef
Zurück zum Zitat Beven K.J (2001) Rainfall-runoff modelling-The Primer, John Wiley, Hoboken, NJ, 360pp Beven K.J (2001) Rainfall-runoff modelling-The Primer, John Wiley, Hoboken, NJ, 360pp
Zurück zum Zitat Desai S, Singh DK, Islam A, Sarangi A (2021) Multi-site calibration of hydrological model and assessment of water balance in a semi-arid river basin of India. Quatern Int 571:136–149CrossRef Desai S, Singh DK, Islam A, Sarangi A (2021) Multi-site calibration of hydrological model and assessment of water balance in a semi-arid river basin of India. Quatern Int 571:136–149CrossRef
Zurück zum Zitat Edossa DC, Babel MS, Gubta AD (2010) Drought analysis in the Awash River Basin. Water Resour Manage 24:1441–1460CrossRef Edossa DC, Babel MS, Gubta AD (2010) Drought analysis in the Awash River Basin. Water Resour Manage 24:1441–1460CrossRef
Zurück zum Zitat Freer J, Beven K, Peters N (2003) Multivariate seasonal period model rejection within the generalised likelihood uncertainty estimation procedure. In: Duan Q, Gupta H, Sorooshian S, Rousseau A, Turcotte R (eds) Calibration of watershed models. AGU, Washington, DC, pp 69–88CrossRef Freer J, Beven K, Peters N (2003) Multivariate seasonal period model rejection within the generalised likelihood uncertainty estimation procedure. In: Duan Q, Gupta H, Sorooshian S, Rousseau A, Turcotte R (eds) Calibration of watershed models. AGU, Washington, DC, pp 69–88CrossRef
Zurück zum Zitat Gosain AK, Rao S, Basuray D (2006) Climate change impact assessment on hydrology of Indian river basins. Curr Sci 346–53 Gosain AK, Rao S, Basuray D (2006) Climate change impact assessment on hydrology of Indian river basins. Curr Sci 346–53
Zurück zum Zitat Khu ST, Madsen H, di Pierro F (2008) Incorporating multiple observations for distributed hydrologic model calibration: An approach using a multi-objective evolutionary algorithm and clustering. Adv Water Resour 31:1387–1398CrossRef Khu ST, Madsen H, di Pierro F (2008) Incorporating multiple observations for distributed hydrologic model calibration: An approach using a multi-objective evolutionary algorithm and clustering. Adv Water Resour 31:1387–1398CrossRef
Zurück zum Zitat Kouchi DH, Esmaili K, Faridhosseini A, Sanaeinejad SH, Khalili D, Abbaspour KC (2017) Sensitivity of calibrated parameters and water resource estimates on different objective functions and optimization algorithms. Water 9:384CrossRef Kouchi DH, Esmaili K, Faridhosseini A, Sanaeinejad SH, Khalili D, Abbaspour KC (2017) Sensitivity of calibrated parameters and water resource estimates on different objective functions and optimization algorithms. Water 9:384CrossRef
Zurück zum Zitat Migliaccio KW, Chaubey I (2007) Comment on: “Multi-variable and multi-site calibration and validation of SWAT in a large mountainous catchment with high spatial variability” by Cao et al., 2006. Hydrol Process 21:3226–3228CrossRef Migliaccio KW, Chaubey I (2007) Comment on: “Multi-variable and multi-site calibration and validation of SWAT in a large mountainous catchment with high spatial variability” by Cao et al., 2006. Hydrol Process 21:3226–3228CrossRef
Zurück zum Zitat Monteith JL (1965) Evaporation and environment. Symp Soc Exp Biol 19:205–234 Monteith JL (1965) Evaporation and environment. Symp Soc Exp Biol 19:205–234
Zurück zum Zitat Moriasi DN, Arnold JG, Van Liew MW, Bingner RL, Harmel RD, Veith TL (2007) Model evaluation guidelines for systematic quantification of accuracy in catchment simulations. Trans ASABE 50(3):885–900CrossRef Moriasi DN, Arnold JG, Van Liew MW, Bingner RL, Harmel RD, Veith TL (2007) Model evaluation guidelines for systematic quantification of accuracy in catchment simulations. Trans ASABE 50(3):885–900CrossRef
Zurück zum Zitat Mousavi SJ, Abbaspour KC, Kamali B, Amini M, Yang H (2012) Uncertainty-based automatic calibration of HEC-HMS model using sequential uncertainty fitting approach. J Hydroinf 14(2):286–309CrossRef Mousavi SJ, Abbaspour KC, Kamali B, Amini M, Yang H (2012) Uncertainty-based automatic calibration of HEC-HMS model using sequential uncertainty fitting approach. J Hydroinf 14(2):286–309CrossRef
Zurück zum Zitat Moussa R, Chahinian N, Bocquillon C (2007) Distributed hydrological modelling of a Mediterranean mountainous catchment—model construction and multi-site validation. J Hydrol 337:35–51CrossRef Moussa R, Chahinian N, Bocquillon C (2007) Distributed hydrological modelling of a Mediterranean mountainous catchment—model construction and multi-site validation. J Hydrol 337:35–51CrossRef
Zurück zum Zitat Neitsch SL, Arnold JG, Kiniry JR, Williams JR, King KW (2005) Soil and water assessment tool. Theoretical Documentation, Version 2005. Soil and Water Research Laboratory, Agricultural Research Service, Temple, Texas, USA Neitsch SL, Arnold JG, Kiniry JR, Williams JR, King KW (2005) Soil and water assessment tool. Theoretical Documentation, Version 2005. Soil and Water Research Laboratory, Agricultural Research Service, Temple, Texas, USA
Zurück zum Zitat Niu J, Shen C, Li SG, Phanikumar MS (2014) Quantifying storage changes in regional Great Lakes watersheds using a coupled subsurface-land surface process model and GRACE, MODIS products. Water Resour Res 50(9):7359–7377CrossRef Niu J, Shen C, Li SG, Phanikumar MS (2014) Quantifying storage changes in regional Great Lakes watersheds using a coupled subsurface-land surface process model and GRACE, MODIS products. Water Resour Res 50(9):7359–7377CrossRef
Zurück zum Zitat Pascual-Ferrer J, Candela L, Pérez-foguet A (2013) Ethiopian Central Rift Valley basin hydrologic modeling using HEC-HMS and ArcSWAT. Geophys Res Abstr 15(1):10563 Pascual-Ferrer J, Candela L, Pérez-foguet A (2013) Ethiopian Central Rift Valley basin hydrologic modeling using HEC-HMS and ArcSWAT. Geophys Res Abstr 15(1):10563
Zurück zum Zitat Refsgaard JC, Storm B, Refsgaard A (1995) Validation and applicability of distributed hydrological models. IAHS Publ Ser Proc Rep Int Assoc Hydrol Sci 231:387–398 Refsgaard JC, Storm B, Refsgaard A (1995) Validation and applicability of distributed hydrological models. IAHS Publ Ser Proc Rep Int Assoc Hydrol Sci 231:387–398
Zurück zum Zitat Sahoo GB, Ray C, De Carlo EH (2006) Calibration and validation of a physically distributed hydrological model, MIKE SHE, to predict streamflow at high frequency in a flashy mountainous Hawaii stream. J Hydrol 327:94–109CrossRef Sahoo GB, Ray C, De Carlo EH (2006) Calibration and validation of a physically distributed hydrological model, MIKE SHE, to predict streamflow at high frequency in a flashy mountainous Hawaii stream. J Hydrol 327:94–109CrossRef
Zurück zum Zitat SCS (1972) USDA Soil Conservation Service. In: National engineering handbook Section 4 Hydrology. SCS (1972) USDA Soil Conservation Service. In: National engineering handbook Section 4 Hydrology.
Zurück zum Zitat Setegn SG, Melesse AM, Wang X, Vicioso F, Nunez F (2010) Calibration and validation of ArcSWAT model for prediction of hydrological water balance of Rio Haina Basin, Dominica Republic. Volume VI, GIS & Water Resources, Orlando Setegn SG, Melesse AM, Wang X, Vicioso F, Nunez F (2010) Calibration and validation of ArcSWAT model for prediction of hydrological water balance of Rio Haina Basin, Dominica Republic. Volume VI, GIS & Water Resources, Orlando
Zurück zum Zitat Shawul AA, Alamirew T, Dinka MO (2013) Calibration and validation of SWAT model and estimation of water balance components of Shaya mountainous catchment, Southeastern Ethiopia. Hydrol Earth Syst Sci Discuss 10(11):13955–13978 Shawul AA, Alamirew T, Dinka MO (2013) Calibration and validation of SWAT model and estimation of water balance components of Shaya mountainous catchment, Southeastern Ethiopia. Hydrol Earth Syst Sci Discuss 10(11):13955–13978
Zurück zum Zitat Shope CL et al (2014) Using the SWAT model to improve process descriptions and define hydrologic partitioning in South Korea. Hydrol Earth Syst Sci 18(2):539–557CrossRef Shope CL et al (2014) Using the SWAT model to improve process descriptions and define hydrologic partitioning in South Korea. Hydrol Earth Syst Sci 18(2):539–557CrossRef
Zurück zum Zitat Stockholm Environment Institute (SEI) (2007) Water evaluation and planning system, WEAP. Stockholm Environmental Institute, Boston Stockholm Environment Institute (SEI) (2007) Water evaluation and planning system, WEAP. Stockholm Environmental Institute, Boston
Zurück zum Zitat Vazquez RF, Willems P, Feyen J (2008) Improving the predictions of a MIKE SHE catchment-scale application by using a multi-criteria approach. Hydrol Process 22:2159–2179CrossRef Vazquez RF, Willems P, Feyen J (2008) Improving the predictions of a MIKE SHE catchment-scale application by using a multi-criteria approach. Hydrol Process 22:2159–2179CrossRef
Zurück zum Zitat Wheater HS, Mathias SA, Li X (2010) Groundwater modeling in arid and semi-arid areas. Cambridge University Press, CambridgeCrossRef Wheater HS, Mathias SA, Li X (2010) Groundwater modeling in arid and semi-arid areas. Cambridge University Press, CambridgeCrossRef
Zurück zum Zitat Zeray L, Roehrig J, Alamirew D (2007) Climate change impact on Lake Ziway catchment water availability, Ethiopia. Paper presented at the conference on international agriculture research for development. The University of Bonn, Germany, pp 1–25 Zeray L, Roehrig J, Alamirew D (2007) Climate change impact on Lake Ziway catchment water availability, Ethiopia. Paper presented at the conference on international agriculture research for development. The University of Bonn, Germany, pp 1–25
Zurück zum Zitat Zhang X, Srinivasan R, Van Liew M (2008) Multi-site calibration of the SWAT model for hydrologic modeling. Trans ASABE 51(6):2039–2049CrossRef Zhang X, Srinivasan R, Van Liew M (2008) Multi-site calibration of the SWAT model for hydrologic modeling. Trans ASABE 51(6):2039–2049CrossRef
Zurück zum Zitat Zhang J, Li Q, Guo B, Gong H (2015) The comparative study of multi-site uncertainty evaluation method based on SWAT model. Hydrol Process 29:2994–3009CrossRef Zhang J, Li Q, Guo B, Gong H (2015) The comparative study of multi-site uncertainty evaluation method based on SWAT model. Hydrol Process 29:2994–3009CrossRef
Metadaten
Titel
Performance evaluation of hydrological model in simulating streamflow and water balance analysis: spatiotemporal calibration and validation in the upper Awash sub-basin in Ethiopia
verfasst von
Abdulkerim Bedewi Serur
Publikationsdatum
01.04.2023
Verlag
Springer International Publishing
Erschienen in
Sustainable Water Resources Management / Ausgabe 2/2023
Print ISSN: 2363-5037
Elektronische ISSN: 2363-5045
DOI
https://doi.org/10.1007/s40899-023-00827-0

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