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Erschienen in: Water Resources Management 11/2013

01.09.2013

Automatic Calibration of the SHETRAN Hydrological Modelling System Using MSCE

verfasst von: Rong Zhang, Celso A. G. Santos, Madalena Moreira, Paula K. M. M. Freire, João Corte-Real

Erschienen in: Water Resources Management | Ausgabe 11/2013

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Abstract

Automatic calibration is preferred because it provides an objective and extensive searching in the feasible parameter space. In this study, the Modified Shuffled Complex Evolution (MSCE) optimization algorithm is applied to automatically calibrate the physically-based spatially-distributed hydrological model SHETRAN in the 705-km2 semi-arid Cobres basin in southern Portugal, with a spatial resolution of 2 km and a temporal resolution of 1 h. Twenty-two parameters are calibrated for the main types of land-use and soil. Nash-Sutcliffe Efficiency (NSE) is 0.86 for calibration and 0.74 for validation for basin outlet; NSE is respectively 0.65 and 0.82 for calibration, 0.69 and 0.63 for validation of internal gauging stations Albernoa and Entradas. As for storm events, NSE is 0.87 and 0.64 respectively for Storms No.1 (during the calibration period) and No.4 (during the validation period) at basin outlet; it is 0.69 and 0.65 for Storm No.4 respectively at Albernoa and Entradas. The results are satisfactory not only for basin outlet but also for internal gauging stations.

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Literatur
Zurück zum Zitat Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration: Guidelines for computing crop water requirements, FAO irrigation and drainage paper 56. Rome, Italy Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration: Guidelines for computing crop water requirements, FAO irrigation and drainage paper 56. Rome, Italy
Zurück zum Zitat Bathurst JC (1986) Sensitivity analysis of the Systeme Hydrologique Europeen for an upland catchment. J Hydrol 87:103–123CrossRef Bathurst JC (1986) Sensitivity analysis of the Systeme Hydrologique Europeen for an upland catchment. J Hydrol 87:103–123CrossRef
Zurück zum Zitat Bathurst JC, Kilsby C, White S (1996) Modelling the impacts of climate and land-use change on basin hydrology and soil erosion in Mediterranean Europe. In: Brandt CJ, Thornes JB (eds) Mediterranean desertification and land use. John Wiley & Sons Ltd, Chichester, pp 355–387 Bathurst JC, Kilsby C, White S (1996) Modelling the impacts of climate and land-use change on basin hydrology and soil erosion in Mediterranean Europe. In: Brandt CJ, Thornes JB (eds) Mediterranean desertification and land use. John Wiley & Sons Ltd, Chichester, pp 355–387
Zurück zum Zitat Bathurst JC, Sheffield J, Vicente C, White SM, Romano N (2002) Modelling large basin hydrology and sediment yield with sparse data: the Agri basin, southern Italy. In: Geeson NA, Brandt CJ, Thornes JB (eds) Mediterranean desertification: a mosaic of processes and responses. John Wiley & Sons Ltd, Chichester, pp 397–415 Bathurst JC, Sheffield J, Vicente C, White SM, Romano N (2002) Modelling large basin hydrology and sediment yield with sparse data: the Agri basin, southern Italy. In: Geeson NA, Brandt CJ, Thornes JB (eds) Mediterranean desertification: a mosaic of processes and responses. John Wiley & Sons Ltd, Chichester, pp 397–415
Zurück zum Zitat Bathurst JC, Ewen J, Parkin G, O’Connell PE, Cooper JD (2004) Validation of catchment models for predicting land-use and climate change impacts. 3. Blind validation for internal and outlet responses. J Hydrol 287:74–94CrossRef Bathurst JC, Ewen J, Parkin G, O’Connell PE, Cooper JD (2004) Validation of catchment models for predicting land-use and climate change impacts. 3. Blind validation for internal and outlet responses. J Hydrol 287:74–94CrossRef
Zurück zum Zitat Bathurst JC, Birkinshaw SJ, Cisneros F, Fallas J, Iroumé A, Iturraspe R, Novillo MG, Urciuolo A, Alvarado A, Coello C, Huber A, Miranda M, Ramirez M, Sarandón R (2011) Forest impact on floods due to extreme rainfall and snowmelt in four Latin American environments 2: model analysis. J Hydrol 400:292–304CrossRef Bathurst JC, Birkinshaw SJ, Cisneros F, Fallas J, Iroumé A, Iturraspe R, Novillo MG, Urciuolo A, Alvarado A, Coello C, Huber A, Miranda M, Ramirez M, Sarandón R (2011) Forest impact on floods due to extreme rainfall and snowmelt in four Latin American environments 2: model analysis. J Hydrol 400:292–304CrossRef
Zurück zum Zitat Bekele EG, Knapp HV (2010) Watershed modeling to assessing impacts of potential climate change on water supply availability. Water Resour Manag 24:3299–3320CrossRef Bekele EG, Knapp HV (2010) Watershed modeling to assessing impacts of potential climate change on water supply availability. Water Resour Manag 24:3299–3320CrossRef
Zurück zum Zitat Bekele EG, Nicklow JW (2007) Multi-objective automatic calibration of SWAT using NSGA-II. J Hydrol 341:165–176CrossRef Bekele EG, Nicklow JW (2007) Multi-objective automatic calibration of SWAT using NSGA-II. J Hydrol 341:165–176CrossRef
Zurück zum Zitat Beven K, Warren R, Zaoui J (1980) SHE: towards a methodology for physically-based distributed forecasting in hydrology. IAHS-AISH Publ 129:133–137 Beven K, Warren R, Zaoui J (1980) SHE: towards a methodology for physically-based distributed forecasting in hydrology. IAHS-AISH Publ 129:133–137
Zurück zum Zitat Birkinshaw SJ, James P, Ewen J (2010) Graphical user interface for rapid set-up of SHETRAN physically-based river catchment model. Environ Model Softw 25:609–610CrossRef Birkinshaw SJ, James P, Ewen J (2010) Graphical user interface for rapid set-up of SHETRAN physically-based river catchment model. Environ Model Softw 25:609–610CrossRef
Zurück zum Zitat Birkinshaw SJ, Bathurst JC, Iroumé A, Palacios H (2011) The effect of forest cover on peak flow and sediment discharge ─ an integrated field and modelling study in central-southern Chile. Hydrol Process 25(8):1284–1297CrossRef Birkinshaw SJ, Bathurst JC, Iroumé A, Palacios H (2011) The effect of forest cover on peak flow and sediment discharge ─ an integrated field and modelling study in central-southern Chile. Hydrol Process 25(8):1284–1297CrossRef
Zurück zum Zitat Blasone RS, Madsen H, Rosbjerg D (2007) Parameter estimation in distributed hydrological modelling: comparison of global and local optimisation techniques. Nord Hydrol 38(4–5):451–476CrossRef Blasone RS, Madsen H, Rosbjerg D (2007) Parameter estimation in distributed hydrological modelling: comparison of global and local optimisation techniques. Nord Hydrol 38(4–5):451–476CrossRef
Zurück zum Zitat Bovolo CI, Abele SJ, Bathurst JC, Caballero D, Ciglan M, Eftichidis G, Simo B (2009) A distributed framework for multi-risk assessment of natural hazards used to model the effects of forest fire on hydrology and sediment yield. Comput Geosci 35:924–945CrossRef Bovolo CI, Abele SJ, Bathurst JC, Caballero D, Ciglan M, Eftichidis G, Simo B (2009) A distributed framework for multi-risk assessment of natural hazards used to model the effects of forest fire on hydrology and sediment yield. Comput Geosci 35:924–945CrossRef
Zurück zum Zitat Caetano M, Nunes V, Nunes A (2009) CORINE land cover 2006 for continental Portugal. Instituto Geográfico Português. Technical Report Caetano M, Nunes V, Nunes A (2009) CORINE land cover 2006 for continental Portugal. Instituto Geográfico Português. Technical Report
Zurück zum Zitat Cardoso C (1965) Solos de Portugal: sua classificação, caracterização e génese 1 – a sul do rio tejo. Lisbon, Portugal Cardoso C (1965) Solos de Portugal: sua classificação, caracterização e génese 1 – a sul do rio tejo. Lisbon, Portugal
Zurück zum Zitat Chow VT (1959) Open-channel hydraulics. International Student Edition, McGraw-Hill Chow VT (1959) Open-channel hydraulics. International Student Edition, McGraw-Hill
Zurück zum Zitat Duan Q, Sorooshian S, Gupta V (1992) Effective and efficient global optimization for conceptual rainfall-runoff models. Water Resour Res 28(4):1015–1031CrossRef Duan Q, Sorooshian S, Gupta V (1992) Effective and efficient global optimization for conceptual rainfall-runoff models. Water Resour Res 28(4):1015–1031CrossRef
Zurück zum Zitat Eckhardt K, Arnold JG (2001) Automatic calibration of a distributed catchment model. J Hydrol 251:103–109CrossRef Eckhardt K, Arnold JG (2001) Automatic calibration of a distributed catchment model. J Hydrol 251:103–109CrossRef
Zurück zum Zitat Engman ET (1986) Roughness coefficients for routing surface runoff. Proc Am Soc Civ Eng, J Irrig Drain Eng 112:39–53CrossRef Engman ET (1986) Roughness coefficients for routing surface runoff. Proc Am Soc Civ Eng, J Irrig Drain Eng 112:39–53CrossRef
Zurück zum Zitat Ewen J, Parkin G (1996) Validation of catchment models for predicting land-use and climate change impacts. 1. Method. J Hydrol 175:583–594CrossRef Ewen J, Parkin G (1996) Validation of catchment models for predicting land-use and climate change impacts. 1. Method. J Hydrol 175:583–594CrossRef
Zurück zum Zitat Ewen J, Parkin G, O’Connell PE (2000) SHETRAN: distributed river basin flow and transport modeling system. J Hydrol Eng 5:250–258CrossRef Ewen J, Parkin G, O’Connell PE (2000) SHETRAN: distributed river basin flow and transport modeling system. J Hydrol Eng 5:250–258CrossRef
Zurück zum Zitat Madsen H (2000) Automatic calibration of a conceptual rainfall-runoff model using multiple objectives. J Hydrol 235:276–288CrossRef Madsen H (2000) Automatic calibration of a conceptual rainfall-runoff model using multiple objectives. J Hydrol 235:276–288CrossRef
Zurück zum Zitat Madsen H (2003) Parameter estimation in distributed hydrological catchment modelling using automatic calibration with multiple objectives. Adv Water Resour 26:205–216CrossRef Madsen H (2003) Parameter estimation in distributed hydrological catchment modelling using automatic calibration with multiple objectives. Adv Water Resour 26:205–216CrossRef
Zurück zum Zitat Mourato S (2010) Modelação do impacte das alterações climáticas e do uso do solo nas bacias hidrográficas do Alentejo. PhD dissertation. University of Évora, Portugal Mourato S (2010) Modelação do impacte das alterações climáticas e do uso do solo nas bacias hidrográficas do Alentejo. PhD dissertation. University of Évora, Portugal
Zurück zum Zitat Nash JE, Sutcliffe JV (1970) River flow forecasting through conceptual models part I - a discussion of principles. J Hydrol 10:282–290CrossRef Nash JE, Sutcliffe JV (1970) River flow forecasting through conceptual models part I - a discussion of principles. J Hydrol 10:282–290CrossRef
Zurück zum Zitat Nelder JA, Mead R (1965) A simplex method for function minimization. Comput J 7:308–313CrossRef Nelder JA, Mead R (1965) A simplex method for function minimization. Comput J 7:308–313CrossRef
Zurück zum Zitat Parkin G, O’Donnell G, Ewen J, Bathurst JC, O’Connell PE, Lavabre J (1996) Validation of catchment models for predicting land-use and climate change impacts. 2. Case study for a Mediterranean catchment. J Hydrol 175:595–613CrossRef Parkin G, O’Donnell G, Ewen J, Bathurst JC, O’Connell PE, Lavabre J (1996) Validation of catchment models for predicting land-use and climate change impacts. 2. Case study for a Mediterranean catchment. J Hydrol 175:595–613CrossRef
Zurück zum Zitat Pires RO, Reis JL, Santos FL, Castanheira NL (2007) Polyacrylamide application in center pivot irrigation systems for erosion and runoff control. Rev Ciências Agrárias 30(1):172–178 Pires RO, Reis JL, Santos FL, Castanheira NL (2007) Polyacrylamide application in center pivot irrigation systems for erosion and runoff control. Rev Ciências Agrárias 30(1):172–178
Zurück zum Zitat Ramos C, Reis E (2001) As cheias no sul de Portugal em diferentes tipos de bacias hidrográficas. Finisterra XXXVI 71:61–82 Ramos C, Reis E (2001) As cheias no sul de Portugal em diferentes tipos de bacias hidrográficas. Finisterra XXXVI 71:61–82
Zurück zum Zitat Ramos AF, Santos FL (2009) Water use, transpiration, and crop coefficients for olives (cv. Cordovil), grown in orchards in southern Portugal. Biosyst Eng 102:321–333CrossRef Ramos AF, Santos FL (2009) Water use, transpiration, and crop coefficients for olives (cv. Cordovil), grown in orchards in southern Portugal. Biosyst Eng 102:321–333CrossRef
Zurück zum Zitat Refsgaard JC (1997) Parameterisation, calibration and validation of distributed hydrological models. J Hydrol 198:69–97CrossRef Refsgaard JC (1997) Parameterisation, calibration and validation of distributed hydrological models. J Hydrol 198:69–97CrossRef
Zurück zum Zitat Rodgers JL, Nicewander WA (1988) Thirteen ways to look at the correlation coefficient. Am Stat 42:59–66CrossRef Rodgers JL, Nicewander WA (1988) Thirteen ways to look at the correlation coefficient. Am Stat 42:59–66CrossRef
Zurück zum Zitat Santos CAG, Srinivasan VS, Suzuki K, Watanabe M (2003) Application of an optimization technique to a physically based erosion model. Hydrol Process 17(5):989–1003CrossRef Santos CAG, Srinivasan VS, Suzuki K, Watanabe M (2003) Application of an optimization technique to a physically based erosion model. Hydrol Process 17(5):989–1003CrossRef
Zurück zum Zitat Santos CAG, Freire PKMM, Silva RM, Arruda PM, Mishra SK (2011) Influence of the catchment discretization on the optimization of runoff-erosion modelling. J Urban Environ Eng 5(2):91–102CrossRef Santos CAG, Freire PKMM, Silva RM, Arruda PM, Mishra SK (2011) Influence of the catchment discretization on the optimization of runoff-erosion modelling. J Urban Environ Eng 5(2):91–102CrossRef
Zurück zum Zitat Santos CAG, Freire PKMM, Arruda PM (2012) Application of a simulated annealing optimization to a physically based erosion model. Water Sci Technol 66(10):2099–2108CrossRef Santos CAG, Freire PKMM, Arruda PM (2012) Application of a simulated annealing optimization to a physically based erosion model. Water Sci Technol 66(10):2099–2108CrossRef
Zurück zum Zitat Saxton KE, Rawls WJ (2006) Soil water characteristic estimates by texture and organic matter for hydrologic solutions. Soil Sci Soc Am J 70:1569–1578CrossRef Saxton KE, Rawls WJ (2006) Soil water characteristic estimates by texture and organic matter for hydrologic solutions. Soil Sci Soc Am J 70:1569–1578CrossRef
Zurück zum Zitat Shi P, Ma X, Hou Y, Li Q, Zhang Z, Qu S, Chen C, Cai T, Fang X (2013) Effects of land-use and climate change on hydrological processes in the upstream of Huai river, China. Water Resour Manag 27:1263–1278CrossRef Shi P, Ma X, Hou Y, Li Q, Zhang Z, Qu S, Chen C, Cai T, Fang X (2013) Effects of land-use and climate change on hydrological processes in the upstream of Huai river, China. Water Resour Manag 27:1263–1278CrossRef
Zurück zum Zitat Silva LL (2006) The effect of spray head sprinklers with different deflector plates on irrigation uniformity, runoff and sediment yield in a Mediterranean soil. Agric Water Manag 85(3):243–252CrossRef Silva LL (2006) The effect of spray head sprinklers with different deflector plates on irrigation uniformity, runoff and sediment yield in a Mediterranean soil. Agric Water Manag 85(3):243–252CrossRef
Zurück zum Zitat Silva RM, Montenegro SMGL, Santos CAG (2012) Integration of GIS and remote sensing for estimation of soil loss and prioritization of critical sub-catchments: a case study of Tapacurá catchment. Nat Hazard 62(3):953–970CrossRef Silva RM, Montenegro SMGL, Santos CAG (2012) Integration of GIS and remote sensing for estimation of soil loss and prioritization of critical sub-catchments: a case study of Tapacurá catchment. Nat Hazard 62(3):953–970CrossRef
Zurück zum Zitat van Genuchten MT, Leij FJ, Yates SR (1991) The RETC code for quantifying the hydraulic functions of unsaturated soils, report no: EPA/600/2-91/065. Robert S. Kerr Environmental Research Laboratory, U.S. Environmental Protection Agency, Ada van Genuchten MT, Leij FJ, Yates SR (1991) The RETC code for quantifying the hydraulic functions of unsaturated soils, report no: EPA/600/2-91/065. Robert S. Kerr Environmental Research Laboratory, U.S. Environmental Protection Agency, Ada
Zurück zum Zitat Willmott CJ (1981) On the validation of models. Phys Geogr 2:184–194 Willmott CJ (1981) On the validation of models. Phys Geogr 2:184–194
Metadaten
Titel
Automatic Calibration of the SHETRAN Hydrological Modelling System Using MSCE
verfasst von
Rong Zhang
Celso A. G. Santos
Madalena Moreira
Paula K. M. M. Freire
João Corte-Real
Publikationsdatum
01.09.2013
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 11/2013
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-013-0395-z

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