Skip to main content
Erschienen in: Water Resources Management 9/2016

01.07.2016

TOPMODEL for Streamflow Simulation of a Tropical Catchment Using Different Resolutions of ASTER DEM: Optimization Through Response Surface Methodology

verfasst von: Ali H. Ahmed Suliman, Ayob Katimon, Intan Zaurah Mat Darus, Shamsuddin Shahid

Erschienen in: Water Resources Management | Ausgabe 9/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The unavailability of proper hydrological data quality combined with the complexity of most physical based hydrologic models limits research on rainfall-runoff relationships, particularly in the tropics. In this paper, an attempt has been made to use different resolutions of DEM generated from freely available 30 m-based ASTER imagery as primary input to the topographically-based hydrological (TOPMODEL) model to simulate the runoff of a medium catchment located in the tropics. Response surface methodology (RSM) was applied to optimize the most sensitive parameters for streamflow simulation. DEM resolutions from 30 to 300 m have been used to assess their effects on the topographic index distribution (TI) and TOPMODEL simulation. It is found that changing DEM resolutions reduces the TOPMODEL simulation performance as the resolutions are varied from 30 to 300 m. The study concluded that the ASTER 30 m DEM can be used for reasonable streamflow simulation of a data scarce tropical catchment compared with the resampled DEMs.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Balek J (1972) An application of the inadequate hydrological data of the African tropical regions in engineering design. In: Anon, Fort Colins, Colorado USA Balek J (1972) An application of the inadequate hydrological data of the African tropical regions in engineering design. In: Anon, Fort Colins, Colorado USA
Zurück zum Zitat Bekoe E.O (2005) Application of a hydrological model in a data-poor tropical West African catchment: a case study of the Densu Basin of Ghana. PhD thesis, Cranfield University Bekoe E.O (2005) Application of a hydrological model in a data-poor tropical West African catchment: a case study of the Densu Basin of Ghana. PhD thesis, Cranfield University
Zurück zum Zitat Beven KJ (1989) Changing ideas in hydrology the case of physically based models. J Hydrol 105:157–172CrossRef Beven KJ (1989) Changing ideas in hydrology the case of physically based models. J Hydrol 105:157–172CrossRef
Zurück zum Zitat Beven K, Freer J (2000) A dynamic TOPMODEL. Hydrol Process 15:1993–2011CrossRef Beven K, Freer J (2000) A dynamic TOPMODEL. Hydrol Process 15:1993–2011CrossRef
Zurück zum Zitat Beven KJ, Kirkby MJ (1979) A physically based variable contributing area model of basin hydrology. Hydrol Sci Bull 24:43–69CrossRef Beven KJ, Kirkby MJ (1979) A physically based variable contributing area model of basin hydrology. Hydrol Sci Bull 24:43–69CrossRef
Zurück zum Zitat Beven K, Lamb R, Quinn P, Romanowicz R, Freer J (1995) In: Singh VP (ed) “Topmodel,” chapter 18 in computer models of watershed hydrology. Water Resources Publications, Highlands Ranch, pp 627–668 Beven K, Lamb R, Quinn P, Romanowicz R, Freer J (1995) In: Singh VP (ed) “Topmodel,” chapter 18 in computer models of watershed hydrology. Water Resources Publications, Highlands Ranch, pp 627–668
Zurück zum Zitat Brasington J, Richards K (1998) Interactions between model predictions, parameters and DTM scales for TOPMODEL. Comput Geosci 24:299–314CrossRef Brasington J, Richards K (1998) Interactions between model predictions, parameters and DTM scales for TOPMODEL. Comput Geosci 24:299–314CrossRef
Zurück zum Zitat Bruneau P, Gascuel-Odoux C, Robin P, Merot P, Beven K (1995) Sensitivity to space and time resolution of a hydrological model using digital elevation data. Hydrol Process 9:69–81CrossRef Bruneau P, Gascuel-Odoux C, Robin P, Merot P, Beven K (1995) Sensitivity to space and time resolution of a hydrological model using digital elevation data. Hydrol Process 9:69–81CrossRef
Zurück zum Zitat Campling P, Gobin A, Beven K, Feyen J (2002) Rainfall-runoff modelling of a humid tropical catchment: the TOPMODEL approach. Hydrol Process 16:231–253CrossRef Campling P, Gobin A, Beven K, Feyen J (2002) Rainfall-runoff modelling of a humid tropical catchment: the TOPMODEL approach. Hydrol Process 16:231–253CrossRef
Zurück zum Zitat Candela A, Noto LV, Aronica G (2005) Influence of surface roughness in hydrological response of semiarid catchments. J Hydrol 313:119–131CrossRef Candela A, Noto LV, Aronica G (2005) Influence of surface roughness in hydrological response of semiarid catchments. J Hydrol 313:119–131CrossRef
Zurück zum Zitat Chappell NA, Franks SW, Larenus J (1998) Multi-scale permeability estimation for a tropical catchment. Hydrol Process 12:1507–1523CrossRef Chappell NA, Franks SW, Larenus J (1998) Multi-scale permeability estimation for a tropical catchment. Hydrol Process 12:1507–1523CrossRef
Zurück zum Zitat Chappell NA, Vongtanaboon S, Jiang Y, Tangtham N (2006) Return-flow prediction and buffer designation in two rainforest headwaters. For Ecol Manag 224:131–146CrossRef Chappell NA, Vongtanaboon S, Jiang Y, Tangtham N (2006) Return-flow prediction and buffer designation in two rainforest headwaters. For Ecol Manag 224:131–146CrossRef
Zurück zum Zitat Chen X, Cheng Q, Chen YD, Smettem K, Xu C (2010) Simulating the integrated effects of topography and soil properties on runoff generation in hilly forested catchments, south china. Hydrol Process 24:714–725CrossRef Chen X, Cheng Q, Chen YD, Smettem K, Xu C (2010) Simulating the integrated effects of topography and soil properties on runoff generation in hilly forested catchments, south china. Hydrol Process 24:714–725CrossRef
Zurück zum Zitat Ekkawatpanit C, Kazama S, Sawamoto M, Ranjan P (2009) Assessment of water conflict in mae chaem river basin, northern Thailand. Water Int 34:242–263CrossRef Ekkawatpanit C, Kazama S, Sawamoto M, Ranjan P (2009) Assessment of water conflict in mae chaem river basin, northern Thailand. Water Int 34:242–263CrossRef
Zurück zum Zitat Elsner MM, Cuo L, Voisin N, Deems JS, Hamlet AF, Vano JA, Mickelsn KEB, Lee SY, Lettenmaier DP (2010) Implications of 21st Century Climate Change for the hydrology of Washington State. Clim Chang 102:225–260CrossRef Elsner MM, Cuo L, Voisin N, Deems JS, Hamlet AF, Vano JA, Mickelsn KEB, Lee SY, Lettenmaier DP (2010) Implications of 21st Century Climate Change for the hydrology of Washington State. Clim Chang 102:225–260CrossRef
Zurück zum Zitat Fleischbein K, Wilcke W, Valarezo C, Zech W, Knoblich K (2006) Water budgets of three small catchments under montane forest in Ecuador: experimental and modelling approach. Hydrol Process 20:2491–2507CrossRef Fleischbein K, Wilcke W, Valarezo C, Zech W, Knoblich K (2006) Water budgets of three small catchments under montane forest in Ecuador: experimental and modelling approach. Hydrol Process 20:2491–2507CrossRef
Zurück zum Zitat Franks SW, Beven KJ, Chappell NA, Gineste P (1999) The utility of multi-objective conditioning of a distributed hydrological model using uncertain estimates of saturated areas. Hydrol Earth Syst Sci 3:477–489CrossRef Franks SW, Beven KJ, Chappell NA, Gineste P (1999) The utility of multi-objective conditioning of a distributed hydrological model using uncertain estimates of saturated areas. Hydrol Earth Syst Sci 3:477–489CrossRef
Zurück zum Zitat Freer JE, McMillan H, McDonnell JJ, Beven KJ (2004) Constraining dynamic TOPMODEL responses for imprecise water table information using fuzzy rule based performance measures. J Hydrol 291:254–277CrossRef Freer JE, McMillan H, McDonnell JJ, Beven KJ (2004) Constraining dynamic TOPMODEL responses for imprecise water table information using fuzzy rule based performance measures. J Hydrol 291:254–277CrossRef
Zurück zum Zitat Gallart F, Llorens P, Latron J (1994) Studying the role of old agricultural terraces on runoff generation in a Mediterranean mountainous basin. J Hydrol 159:291–303 Gallart F, Llorens P, Latron J (1994) Studying the role of old agricultural terraces on runoff generation in a Mediterranean mountainous basin. J Hydrol 159:291–303
Zurück zum Zitat Güntner A, Uhlenbrook S, Seibert J, Leibundgut C (1999) Multi-criterial validation of TOPMODEL in a mountainous catchment. Hydrol Process 13:1603–1620CrossRef Güntner A, Uhlenbrook S, Seibert J, Leibundgut C (1999) Multi-criterial validation of TOPMODEL in a mountainous catchment. Hydrol Process 13:1603–1620CrossRef
Zurück zum Zitat Guo J, Zhou J, Zou Q, Liu Y, Song L (2013) A novel multi-objective shuffled complex differential evolution algorithm with application to hydrological model parameter optimization. Water Resour Manag 27:2923–2946CrossRef Guo J, Zhou J, Zou Q, Liu Y, Song L (2013) A novel multi-objective shuffled complex differential evolution algorithm with application to hydrological model parameter optimization. Water Resour Manag 27:2923–2946CrossRef
Zurück zum Zitat Janssen PHM, Heuberger PSC (1995) Calibration of process-oriented models. Ecol Model 83:55–66CrossRef Janssen PHM, Heuberger PSC (1995) Calibration of process-oriented models. Ecol Model 83:55–66CrossRef
Zurück zum Zitat Khuri AI, Cornell JA (1996) Response surfaces: designs and analyses (vol.152). CRC Press, USA Khuri AI, Cornell JA (1996) Response surfaces: designs and analyses (vol.152). CRC Press, USA
Zurück zum Zitat Kinner DA, Stallard RF (2004) Identifying storm flow pathways in a rainforest catchment using hydrological and geochemical modeling. Hydrol Process 18:2851–2875CrossRef Kinner DA, Stallard RF (2004) Identifying storm flow pathways in a rainforest catchment using hydrological and geochemical modeling. Hydrol Process 18:2851–2875CrossRef
Zurück zum Zitat Köhler P, Ditzer T, Ong RC, Huth A (2001) Comparison of measured and modelled growth on permanent plots in Sabahs rain forests. For Ecol Manag 144:101–111CrossRef Köhler P, Ditzer T, Ong RC, Huth A (2001) Comparison of measured and modelled growth on permanent plots in Sabahs rain forests. For Ecol Manag 144:101–111CrossRef
Zurück zum Zitat Liang X, Wood EF, Lettenmaier DP (1996) Surface soil moisture parameterization of the VIC-2L model: evaluation and modification. Glob Planet Chang 13:195–206CrossRef Liang X, Wood EF, Lettenmaier DP (1996) Surface soil moisture parameterization of the VIC-2L model: evaluation and modification. Glob Planet Chang 13:195–206CrossRef
Zurück zum Zitat Lin K, Zhang Q, Chen X (2010) An evaluation of impacts of DEM resolution and parameter correlation on TOPMODEL modeling uncertainty. J Hydrol 394:370–383CrossRef Lin K, Zhang Q, Chen X (2010) An evaluation of impacts of DEM resolution and parameter correlation on TOPMODEL modeling uncertainty. J Hydrol 394:370–383CrossRef
Zurück zum Zitat McGregor GR, Nieuwolt S (1998) Tropical climatology. An introduction to the climates of the low latitudes, 2nd edn. Wiley, ISBN O-471-9661 X Paris 1–2 McGregor GR, Nieuwolt S (1998) Tropical climatology. An introduction to the climates of the low latitudes, 2nd edn. Wiley, ISBN O-471-9661 X Paris 1–2
Zurück zum Zitat Molicova H, Grimalidi M, Bonell M, Hubert P (1997) Using TOPMODEL towards identifying and modelling the hydrological patterns within a headwater, humid tropical catchment. Hydrol Process 11:1169–1196CrossRef Molicova H, Grimalidi M, Bonell M, Hubert P (1997) Using TOPMODEL towards identifying and modelling the hydrological patterns within a headwater, humid tropical catchment. Hydrol Process 11:1169–1196CrossRef
Zurück zum Zitat Mutu BM, Klik A (2007) Predicting daily streamflow in ungauged rural catchments the case of Masinga catchment Kenya. Hydrol Sci J 52:292–304CrossRef Mutu BM, Klik A (2007) Predicting daily streamflow in ungauged rural catchments the case of Masinga catchment Kenya. Hydrol Sci J 52:292–304CrossRef
Zurück zum Zitat Nandakumar N, Mein RG (1997) Uncertainty in rainfall-runoff model simulations and the implications for predicting the hydrological effects of land-use change. J Hydrol 192:211–232CrossRef Nandakumar N, Mein RG (1997) Uncertainty in rainfall-runoff model simulations and the implications for predicting the hydrological effects of land-use change. J Hydrol 192:211–232CrossRef
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 Nijssen B, Haddeland I, Lettenmaier DP (1997) Point evaluation of a surface hydrology model for BOREAS. J Geophys Res 102:29367–29378CrossRef Nijssen B, Haddeland I, Lettenmaier DP (1997) Point evaluation of a surface hydrology model for BOREAS. J Geophys Res 102:29367–29378CrossRef
Zurück zum Zitat Nyeko M (2014) Hydrologic modelling of data scarce basin with SWAT model: capabilities and limitations. Water Resour Manag 29:81–94CrossRef Nyeko M (2014) Hydrologic modelling of data scarce basin with SWAT model: capabilities and limitations. Water Resour Manag 29:81–94CrossRef
Zurück zum Zitat Parsons AJ, Wainwright J, Abrahams AD, Simanton JR (1997) Distributed dynamic modelling of interrill overland flow. Hydrol Process 11:1833–1859CrossRef Parsons AJ, Wainwright J, Abrahams AD, Simanton JR (1997) Distributed dynamic modelling of interrill overland flow. Hydrol Process 11:1833–1859CrossRef
Zurück zum Zitat Petheram C, Rustomji P, Chiew FHS, Vleeshouwer J (2012) Rainfall–runoff modelling in northern Australia: a guide to modelling strategies in the tropics. J Hydrol 462(463):28–41CrossRef Petheram C, Rustomji P, Chiew FHS, Vleeshouwer J (2012) Rainfall–runoff modelling in northern Australia: a guide to modelling strategies in the tropics. J Hydrol 462(463):28–41CrossRef
Zurück zum Zitat Pradhan NR, Ogden FL, Tachikawa Y, Takara K (2008) Scaling of slope, upslope area, and soil water deficit: implications for transferability and regionalization in topographic index modeling. Water Resour Res 44:12CrossRef Pradhan NR, Ogden FL, Tachikawa Y, Takara K (2008) Scaling of slope, upslope area, and soil water deficit: implications for transferability and regionalization in topographic index modeling. Water Resour Res 44:12CrossRef
Zurück zum Zitat Qin X, Ahn S, Speed TP, Rubin GM (2007) Global analyses of mRNA translational control during early Drosophila embryogenesis. Genome Biol 8:R63CrossRef Qin X, Ahn S, Speed TP, Rubin GM (2007) Global analyses of mRNA translational control during early Drosophila embryogenesis. Genome Biol 8:R63CrossRef
Zurück zum Zitat Quinn PF, Beven KJ, Chevallier P, Planchon O (1991) The prediction of hillslope flow paths for distributed hydrological modelling using digital terrain models. Hydrol Process 5:59–79CrossRef Quinn PF, Beven KJ, Chevallier P, Planchon O (1991) The prediction of hillslope flow paths for distributed hydrological modelling using digital terrain models. Hydrol Process 5:59–79CrossRef
Zurück zum Zitat Quinn PF, Beven KJ, Lamb R (1995) The Ln(a/TanB) index: how to calculate it and how to use it within the Topmodel framework. Hydrol Process 9:161–182CrossRef Quinn PF, Beven KJ, Lamb R (1995) The Ln(a/TanB) index: how to calculate it and how to use it within the Topmodel framework. Hydrol Process 9:161–182CrossRef
Zurück zum Zitat Quinn P, Cummins M, Kase J, Martin E, Weissman S (1996) Development of categorical representations for above and below spatial relations in 3- to 7-month old infants. Dev Psychol 32:942–950CrossRef Quinn P, Cummins M, Kase J, Martin E, Weissman S (1996) Development of categorical representations for above and below spatial relations in 3- to 7-month old infants. Dev Psychol 32:942–950CrossRef
Zurück zum Zitat Romanowicz R (1997) A MATLAB implementation of TOPMODEL. Hydrol Process 11:1115–1129CrossRef Romanowicz R (1997) A MATLAB implementation of TOPMODEL. Hydrol Process 11:1115–1129CrossRef
Zurück zum Zitat Sigdel A, Jha R, Bhatta D, Abou-Shanab R, Sapireddy VR, Jeon B (2011) Applicability of TOPMODEL in the catchments of Nepal: Bagmati River Basin. Geosyst Eng 14:180–190CrossRef Sigdel A, Jha R, Bhatta D, Abou-Shanab R, Sapireddy VR, Jeon B (2011) Applicability of TOPMODEL in the catchments of Nepal: Bagmati River Basin. Geosyst Eng 14:180–190CrossRef
Zurück zum Zitat Suliman AHA (2010) Using HEC-RAS and QUAL2E to assess Johor river water quality. MSc Thesis, Universiti Teknologi Malaysia Suliman AHA (2010) Using HEC-RAS and QUAL2E to assess Johor river water quality. MSc Thesis, Universiti Teknologi Malaysia
Zurück zum Zitat Suliman AHA, Gumindoga W, Katimon A, Darus IZM (2014) Semi-distributed rainfall-runoff model for streamflow simulation utilizing ASTER DEM in tropical areas. Sains Malays 43:1379–1388 Suliman AHA, Gumindoga W, Katimon A, Darus IZM (2014) Semi-distributed rainfall-runoff model for streamflow simulation utilizing ASTER DEM in tropical areas. Sains Malays 43:1379–1388
Zurück zum Zitat Suliman AHA, Jajarmizadeh M, Harun S, Mat Darus IZ (2015) Comparison of semi-distributed, GIS-based hydrological models for the prediction of streamflow in a large catchment. Water Resour Manag 29:3095–3110CrossRef Suliman AHA, Jajarmizadeh M, Harun S, Mat Darus IZ (2015) Comparison of semi-distributed, GIS-based hydrological models for the prediction of streamflow in a large catchment. Water Resour Manag 29:3095–3110CrossRef
Zurück zum Zitat Tallaksen LM (1995) A review of baseflow recession analysis. J Hydrol 165:349–370CrossRef Tallaksen LM (1995) A review of baseflow recession analysis. J Hydrol 165:349–370CrossRef
Zurück zum Zitat Tortajada C, Pobre K (2011) The Singapore–Malaysia water relationship: an analysis of the media perspectives. Hydrol Sci J 56:597–614CrossRef Tortajada C, Pobre K (2011) The Singapore–Malaysia water relationship: an analysis of the media perspectives. Hydrol Sci J 56:597–614CrossRef
Zurück zum Zitat Wohl E, Barros A, Brunsell N, Chappell NA, Coe M, Giambelluca T, Goldsmith S, Harmon R, Hendrickx JMH, Juvik J, McDonnell J, Ogden F (2012) The hydrology of the humid tropics. Nat Clim Chang 2:655–662CrossRef Wohl E, Barros A, Brunsell N, Chappell NA, Coe M, Giambelluca T, Goldsmith S, Harmon R, Hendrickx JMH, Juvik J, McDonnell J, Ogden F (2012) The hydrology of the humid tropics. Nat Clim Chang 2:655–662CrossRef
Zurück zum Zitat Wolock DM, McCabe GJ (2000) Differences in topographic characteristics computed from 100- and 1000-m resolution digital elevation model data. Hydrol Process 14:987–1002CrossRef Wolock DM, McCabe GJ (2000) Differences in topographic characteristics computed from 100- and 1000-m resolution digital elevation model data. Hydrol Process 14:987–1002CrossRef
Zurück zum Zitat Wolock DM, Price CV (1994) Effects of digital elevation model map scale and data resolution on a topography based watershed model. Water Resour Res 30:3041–3052CrossRef Wolock DM, Price CV (1994) Effects of digital elevation model map scale and data resolution on a topography based watershed model. Water Resour Res 30:3041–3052CrossRef
Zurück zum Zitat Xu J, Ren L, Yuan F, Liu X (2012) The solution to DEM resolution effects and parameter inconsistency by using scale-invariant TOPMODEL. Hydrol Res 43:146–155CrossRef Xu J, Ren L, Yuan F, Liu X (2012) The solution to DEM resolution effects and parameter inconsistency by using scale-invariant TOPMODEL. Hydrol Res 43:146–155CrossRef
Zurück zum Zitat Yahyapour S, Golshan A, Ghazali AHB (2013) Removal of total suspended solids and turbidity within experimental vegetated channel: optimization through response surface methodology. J Hydro Environ Res 8:260–269CrossRef Yahyapour S, Golshan A, Ghazali AHB (2013) Removal of total suspended solids and turbidity within experimental vegetated channel: optimization through response surface methodology. J Hydro Environ Res 8:260–269CrossRef
Zurück zum Zitat Zaroual Z, Chaair H, Essadki A, El Ass K, Azzi M (2009) Optimizing the removal of trivalent chromium by electrocoagulation using experimental design. Chem Eng J 148:488–495CrossRef Zaroual Z, Chaair H, Essadki A, El Ass K, Azzi M (2009) Optimizing the removal of trivalent chromium by electrocoagulation using experimental design. Chem Eng J 148:488–495CrossRef
Zurück zum Zitat Zhang W, Montgomery DR (1994) Digital elevation model grid size, landscape representation, and hydrologic simulations. Water Resour Res 30:1019–1028CrossRef Zhang W, Montgomery DR (1994) Digital elevation model grid size, landscape representation, and hydrologic simulations. Water Resour Res 30:1019–1028CrossRef
Zurück zum Zitat Zhang X, Drake NA, Wainwright J, Mulligan M (1999) Comparison of slope estimates from low resolution DEMs: scaling issues and a fractal method for their solution. Earth Surf Process Landf 24:763–779CrossRef Zhang X, Drake NA, Wainwright J, Mulligan M (1999) Comparison of slope estimates from low resolution DEMs: scaling issues and a fractal method for their solution. Earth Surf Process Landf 24:763–779CrossRef
Metadaten
Titel
TOPMODEL for Streamflow Simulation of a Tropical Catchment Using Different Resolutions of ASTER DEM: Optimization Through Response Surface Methodology
verfasst von
Ali H. Ahmed Suliman
Ayob Katimon
Intan Zaurah Mat Darus
Shamsuddin Shahid
Publikationsdatum
01.07.2016
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 9/2016
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-016-1338-2

Weitere Artikel der Ausgabe 9/2016

Water Resources Management 9/2016 Zur Ausgabe