Skip to main content
Erschienen in: Water Resources Management 10/2015

01.08.2015

An Optimization-Simulation Approach for Groundwater Abstraction under Recharge Uncertainty

verfasst von: Slim Zekri, Chefi Triki, Ali Al-Maktoumi, Mohammad Reza Bazargan-Lari

Erschienen in: Water Resources Management | Ausgabe 10/2015

Einloggen

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

search-config
loading …

Abstract

Droughts and climate variability cause uncertainties on water supply especially in arid regions and coastal aquifers’ over-exploitation causes seawater intrusion. Since the rate and extent of aquifer recharge is often very uncertain, determining the optimal groundwater abstraction is a challenging task. In this paper a framework is proposed for estimating the optimal abstraction of groundwater for urban supply under uncertainty and under complex conditions of water table fluctuations and seawater intrusion. It is based on a combination of several models: (i) a Monte-Carlo Simulation (MCS) to incorporate the uncertainties in groundwater recharge, (ii) a numerical groundwater flow model, MODFLOW to simulate the effects of abstractions on the water table fluctuations and seawater intrusion and (iii) a multi-objective optimization model to generate the set of Pareto optimal solutions for each recharging scenario. Maximizing the benefit to the water utility, minimizing the average groundwater table level fluctuations and minimizing the seawater intrusion are the objectives of the model. A fast multi-objective evolutionary algorithm is used to obtain the Pareto efficient solutions for each recharging scenario. Compromise programming (CP) is then used to select the closest solutions to the ideal. Finally, the amount of optimal reliable groundwater abstraction is estimated using a cumulative distribution function. The proposed methodology is applied to a coastal aquifer in the western part of Muscat metropolitan area, Oman. The results have shown that annual groundwater abstraction volume may range from 12.7 to 18.8 Mm3 compared to 6.8 Mm3 currently pumped. This would result in an economic benefit of $10.5 million to $15.4 million/year. On the other hand the aquifer’s maximum annual mean drawdown would range from 0.7 to 0.9 m.

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 Abdalla O, Al-Abri R (2011) Groundwater recharge in arid areas induced by tropical cyclones: lessons learned from Gonu 2007 in Sultanate of Oman. Environ Earth Sci 63:229–239. doi:10.1007/s12665-010-0688-y CrossRef Abdalla O, Al-Abri R (2011) Groundwater recharge in arid areas induced by tropical cyclones: lessons learned from Gonu 2007 in Sultanate of Oman. Environ Earth Sci 63:229–239. doi:10.​1007/​s12665-010-0688-y CrossRef
Zurück zum Zitat Abdalla O, Al-Rawahi AS (2013) Groundwater recharge dams in arid areas as tools for aquifer replenishment and mitigating seawater intrusion: example of Al-Khod, Oman. Environ Earth Sci 69:1951–1962CrossRef Abdalla O, Al-Rawahi AS (2013) Groundwater recharge dams in arid areas as tools for aquifer replenishment and mitigating seawater intrusion: example of Al-Khod, Oman. Environ Earth Sci 69:1951–1962CrossRef
Zurück zum Zitat Abrishamchi A, Ebrahimian A, Tajrishi M, Mariño M (2005) Case study: application of multicriteria decision making to urban water supply. J Water Resour Plan Manag 131(4):326–335CrossRef Abrishamchi A, Ebrahimian A, Tajrishi M, Mariño M (2005) Case study: application of multicriteria decision making to urban water supply. J Water Resour Plan Manag 131(4):326–335CrossRef
Zurück zum Zitat Al-Ismaily S, Al-Maktoumi A, Kacimov A, Al-Saqri S, Al-Busaidi H (2013) The impact of a recharge dam on the hydropedology of arid zone soils in oman: anthropogenic formation factor. J Hydrol Eng. 10.1061/(ASCE)HE.1943-5584.0000886, 04014053 Al-Ismaily S, Al-Maktoumi A, Kacimov A, Al-Saqri S, Al-Busaidi H (2013) The impact of a recharge dam on the hydropedology of arid zone soils in oman: anthropogenic formation factor. J Hydrol Eng. 10.​1061/​(ASCE)HE.​1943-5584.​0000886, 04014053
Zurück zum Zitat Al-Khamisi S (2012) Optimal water resources managemnet model for Ash Sharqiyah region domestic water supply, Oman. PhD Thesis, Heriot-Watt University, Edinburgh, UK Al-Khamisi S (2012) Optimal water resources managemnet model for Ash Sharqiyah region domestic water supply, Oman. PhD Thesis, Heriot-Watt University, Edinburgh, UK
Zurück zum Zitat Al-Maktoumi A (2007) Deterioration of layered coastal aquifer water due to density dependent flows. PhD Dissertation. The University of Queensland, Brisbane, Australia Al-Maktoumi A (2007) Deterioration of layered coastal aquifer water due to density dependent flows. PhD Dissertation. The University of Queensland, Brisbane, Australia
Zurück zum Zitat Baawain M (2010) Wastewater treatment in oman: current practice and way forward. In: Symposiumof World Environment Day. 5th June 2010. Sultan Qaboos University, Muscat, Oman Baawain M (2010) Wastewater treatment in oman: current practice and way forward. In: Symposiumof World Environment Day. 5th June 2010. Sultan Qaboos University, Muscat, Oman
Zurück zum Zitat Bashi-Azghadi SN, Kerachian R, Bazargan-Lari MR, Solouki K (2010) Characterizing an unknown pollution source in groundwater resources systems using PSVM and PNN. Expert Syst Appl 37(10):7154–7161CrossRef Bashi-Azghadi SN, Kerachian R, Bazargan-Lari MR, Solouki K (2010) Characterizing an unknown pollution source in groundwater resources systems using PSVM and PNN. Expert Syst Appl 37(10):7154–7161CrossRef
Zurück zum Zitat Bazargan-Lari M, Kerachian R, Mansoori A (2009) A conflict-resolution model for the conjunctive use of surface and groundwater resources that considers water-quality issues: a case study. Environ Manag 43(3):470–482CrossRef Bazargan-Lari M, Kerachian R, Mansoori A (2009) A conflict-resolution model for the conjunctive use of surface and groundwater resources that considers water-quality issues: a case study. Environ Manag 43(3):470–482CrossRef
Zurück zum Zitat Bazargan-Lari M, Kerachian R, Afshar H, Bashi-Azghadi SN (2013) Developing an optimal valve closing rule curve for real-time pressure control in pipes. J Mech Sci Technol 27(1):215–225CrossRef Bazargan-Lari M, Kerachian R, Afshar H, Bashi-Azghadi SN (2013) Developing an optimal valve closing rule curve for real-time pressure control in pipes. J Mech Sci Technol 27(1):215–225CrossRef
Zurück zum Zitat Blair DA, Spronz WD, Ryan KW (1999) Brackish groundwater desalination: a community’s solution to water supply and aquifer protection. J Am Water Resour Assoc 34(5):1201–1212CrossRef Blair DA, Spronz WD, Ryan KW (1999) Brackish groundwater desalination: a community’s solution to water supply and aquifer protection. J Am Water Resour Assoc 34(5):1201–1212CrossRef
Zurück zum Zitat Cai J, Taute T, Schneider M (2015) Recommendations of controlling saltwater intrusion in an inland aquifer for drinking-water supply at a certain waterworks site in Berlin (Germany). Water resources management. In Press Cai J, Taute T, Schneider M (2015) Recommendations of controlling saltwater intrusion in an inland aquifer for drinking-water supply at a certain waterworks site in Berlin (Germany). Water resources management. In Press
Zurück zum Zitat Chitrakar P (2014) Transient groundwater flow modeling of Al-Batinah coastal Region (Barka). MSc Thesis. Sultan Qaboos University, Oman Chitrakar P (2014) Transient groundwater flow modeling of Al-Batinah coastal Region (Barka). MSc Thesis. Sultan Qaboos University, Oman
Zurück zum Zitat Coulibaly P, Anctil F, Aravena R, Bobée B (2001) Artificial neural network modeling of water table depth fluctuations. Water Resour Res 37(4):885–896CrossRef Coulibaly P, Anctil F, Aravena R, Bobée B (2001) Artificial neural network modeling of water table depth fluctuations. Water Resour Res 37(4):885–896CrossRef
Zurück zum Zitat Daneshmand F, Karimi A, Nikoo M, Bazargan-Lari M, Adamowski J (2014) Mitigating socio-economic-environmental impacts during drought periods by optimizing the conjunctive management of water resources. Water Resour Manag 28(6):1517–1529CrossRef Daneshmand F, Karimi A, Nikoo M, Bazargan-Lari M, Adamowski J (2014) Mitigating socio-economic-environmental impacts during drought periods by optimizing the conjunctive management of water resources. Water Resour Manag 28(6):1517–1529CrossRef
Zurück zum Zitat Deb K, Agrawal S, Pratap A, Meyarivan T (2000) A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II. In: Schoenauer M, Deb K, Rudolph G, Yao X, Lutton E, Merelo J, Schwefel H-P (eds) Parallel problem solving from nature PPSN VI Vol. 1917. Springer, Berlin, pp 849–858CrossRef Deb K, Agrawal S, Pratap A, Meyarivan T (2000) A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II. In: Schoenauer M, Deb K, Rudolph G, Yao X, Lutton E, Merelo J, Schwefel H-P (eds) Parallel problem solving from nature PPSN VI Vol. 1917. Springer, Berlin, pp 849–858CrossRef
Zurück zum Zitat Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. Evol Comput IEEE Trans 6(2):182–197CrossRef Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. Evol Comput IEEE Trans 6(2):182–197CrossRef
Zurück zum Zitat Doherty J (2004) PEST – model independent parameter estimation (5th edn. of User Manual) watermark numerical computing, Brisbane, Australia Doherty J (2004) PEST – model independent parameter estimation (5th edn. of User Manual) watermark numerical computing, Brisbane, Australia
Zurück zum Zitat Druetta P, Aguirre P, Mussati S (2014) Minimizing the total cost of multi effect evaporation systems for seawater desalination. Desalination 344:431–445CrossRef Druetta P, Aguirre P, Mussati S (2014) Minimizing the total cost of multi effect evaporation systems for seawater desalination. Desalination 344:431–445CrossRef
Zurück zum Zitat Ebrahim GY (2013) Modeling groundwater systems: understanding and improving groundwater quantity and quality management. PhD Thesis, Delft University of technology, the Netherlands. ISBN: 978-1-138-02404-5 Ebrahim GY (2013) Modeling groundwater systems: understanding and improving groundwater quantity and quality management. PhD Thesis, Delft University of technology, the Netherlands. ISBN: 978-1-138-02404-5
Zurück zum Zitat Ebrahim GY, Jonoski A, Al-Maktoomi A, Ahmed M, Mynett A (2015) A simulation-optimization approach for hydraulic evaluation of managed aquifer recharge in the samail lower catchment, Oman. Water resources management, accepted for publication Ebrahim GY, Jonoski A, Al-Maktoomi A, Ahmed M, Mynett A (2015) A simulation-optimization approach for hydraulic evaluation of managed aquifer recharge in the samail lower catchment, Oman. Water resources management, accepted for publication
Zurück zum Zitat Feo J, Jaime Sadhwani J, Alvarez L (2012) More efficient production line with desalination plants using reverse osmosis. Desalin Water Treat 51(1–3):307–317 Feo J, Jaime Sadhwani J, Alvarez L (2012) More efficient production line with desalination plants using reverse osmosis. Desalin Water Treat 51(1–3):307–317
Zurück zum Zitat Fernández-Santos X, Zekri S, Herruzo AC (1993) On farm costs of reducing nitrogen pollution through BMP’S. Agric Ecosyst Environ 45:1–11CrossRef Fernández-Santos X, Zekri S, Herruzo AC (1993) On farm costs of reducing nitrogen pollution through BMP’S. Agric Ecosyst Environ 45:1–11CrossRef
Zurück zum Zitat Freeze RA, Cherry JA (1979) Groundwater. Prentice-Hall, Inc. Englewood Cliffs, NJ, p 604 Freeze RA, Cherry JA (1979) Groundwater. Prentice-Hall, Inc. Englewood Cliffs, NJ, p 604
Zurück zum Zitat Fuentes-Bargues JL (2014) Analysis of the process of environmental impact assessment for seawater desalination plants in Spain. Desalination 347:166–174CrossRef Fuentes-Bargues JL (2014) Analysis of the process of environmental impact assessment for seawater desalination plants in Spain. Desalination 347:166–174CrossRef
Zurück zum Zitat Harbaugh AW, McDonald MG (1996) User’s documentation for MODFLOW-96: an update to the US geological survey modular finite-difference groundwater flow model. US geological survey open-file report 96–485 Harbaugh AW, McDonald MG (1996) User’s documentation for MODFLOW-96: an update to the US geological survey modular finite-difference groundwater flow model. US geological survey open-file report 96–485
Zurück zum Zitat Harbaugh AW, Banta ER, Hill MC, McDonald MG (2000) MODFLOW-2000, the US geological survey modular ground-water model: user guide to modularization concepts and the ground-water flow process 121, Reston, VA, USA Harbaugh AW, Banta ER, Hill MC, McDonald MG (2000) MODFLOW-2000, the US geological survey modular ground-water model: user guide to modularization concepts and the ground-water flow process 121, Reston, VA, USA
Zurück zum Zitat Holzbecher EO (1998) Modeling density-dependent flow in porous media: principles, numerics, software. Springer, Germeny, ISBN 3-540-63677-3 CrossRef Holzbecher EO (1998) Modeling density-dependent flow in porous media: principles, numerics, software. Springer, Germeny, ISBN 3-540-63677-3 CrossRef
Zurück zum Zitat Höpner T, Windelberg J (1997) Elements of environmental impact studies on coastal desalination plants. Desalination 108(1–3):11–18CrossRef Höpner T, Windelberg J (1997) Elements of environmental impact studies on coastal desalination plants. Desalination 108(1–3):11–18CrossRef
Zurück zum Zitat Javadi A, Hussain M, Sherif M, Farmani R (2015) Multi-objective optimization of different management scenarios to control seawater intrusion in coastal aquifers. Water Resour Manag 29(6):1843–1857CrossRef Javadi A, Hussain M, Sherif M, Farmani R (2015) Multi-objective optimization of different management scenarios to control seawater intrusion in coastal aquifers. Water Resour Manag 29(6):1843–1857CrossRef
Zurück zum Zitat Kacimov AR, Sherif MM (2006) Modelling of groundwater in two selected coastal aquifers of UAE and Oman as a precursor for water resources management. Final report: United Arab Emirates University and Sultan Qaboos University Kacimov AR, Sherif MM (2006) Modelling of groundwater in two selected coastal aquifers of UAE and Oman as a precursor for water resources management. Final report: United Arab Emirates University and Sultan Qaboos University
Zurück zum Zitat Kacimov AR, Al-Ismaili S, Al-Maktoumi A (2010) The green-Ampt 1-D infiltration from a ponded surface into a heterogeneous soil. J Irrig Drain Eng 136(1):68–72, ISSN0733-9437/2010/1-68-72 CrossRef Kacimov AR, Al-Ismaili S, Al-Maktoumi A (2010) The green-Ampt 1-D infiltration from a ponded surface into a heterogeneous soil. J Irrig Drain Eng 136(1):68–72, ISSN0733-9437/2010/1-68-72 CrossRef
Zurück zum Zitat Kwarteng AY, Dorvlo AS, Vijaya Kumar GT (2009) Analysis of a 27-year rainfall data (1977–2003) in the Sultanate of Oman. Int J Climatol 29(4):605–617CrossRef Kwarteng AY, Dorvlo AS, Vijaya Kumar GT (2009) Analysis of a 27-year rainfall data (1977–2003) in the Sultanate of Oman. Int J Climatol 29(4):605–617CrossRef
Zurück zum Zitat Lattemann S, Höpner T (2008) Environmental impact and impact assessment of seawater desalination. Desalination 220(1–3):1–15CrossRef Lattemann S, Höpner T (2008) Environmental impact and impact assessment of seawater desalination. Desalination 220(1–3):1–15CrossRef
Zurück zum Zitat McDonald MG, Harbaugh AW (2003) The history of MODFLOW. Ground Water 41(2):280–283CrossRef McDonald MG, Harbaugh AW (2003) The history of MODFLOW. Ground Water 41(2):280–283CrossRef
Zurück zum Zitat MWR (1993) Ministry of water resources of the sultanate of Oman: sea water intrusion beneath the Batinah Coast. Comparison of results of salinity surveys MWR (1993) Ministry of water resources of the sultanate of Oman: sea water intrusion beneath the Batinah Coast. Comparison of results of salinity surveys
Zurück zum Zitat Oswald SE, Kinzelbach W (2004) Three-dimensional physical benchmark experiments to test variable-dernsity flow models. J Hydrol 290(1–2):22–42CrossRef Oswald SE, Kinzelbach W (2004) Three-dimensional physical benchmark experiments to test variable-dernsity flow models. J Hydrol 290(1–2):22–42CrossRef
Zurück zum Zitat PAEW (2014) Public authority for electricity and water: quality water for Oman, annual report 2013, Muscat PAEW (2014) Public authority for electricity and water: quality water for Oman, annual report 2013, Muscat
Zurück zum Zitat Prante JL, Ruskowitz JA, Childress AE, Achilli A (2014) RO-PRO desalination: an integrated low-energy approach to seawater desalination. Appl Energy 120:104–114CrossRef Prante JL, Ruskowitz JA, Childress AE, Achilli A (2014) RO-PRO desalination: an integrated low-energy approach to seawater desalination. Appl Energy 120:104–114CrossRef
Zurück zum Zitat Rafipour-Langeroudi M, Kerachian R, Bazargan-Lari M (2014) Developing operating rules for conjunctive use of surface and groundwater considering the water quality issues. KSCE J Civ Eng 18(2):454–461CrossRef Rafipour-Langeroudi M, Kerachian R, Bazargan-Lari M (2014) Developing operating rules for conjunctive use of surface and groundwater considering the water quality issues. KSCE J Civ Eng 18(2):454–461CrossRef
Zurück zum Zitat Ralston DK, Keafer BA, Brosnahan ML, Anderson DM (2014) Temperature dependence of an estuarine harmful algal bloom: resolving interannual variability in bloom dynamics using a degree-day approach. J Limnol Oceanogr 59(4):1112–1126CrossRef Ralston DK, Keafer BA, Brosnahan ML, Anderson DM (2014) Temperature dependence of an estuarine harmful algal bloom: resolving interannual variability in bloom dynamics using a degree-day approach. J Limnol Oceanogr 59(4):1112–1126CrossRef
Zurück zum Zitat Saif Y, Almansoori A (2014) Design and operation of water desalination supply chain using mathematical modelling approach. Desalination 351:184–201CrossRef Saif Y, Almansoori A (2014) Design and operation of water desalination supply chain using mathematical modelling approach. Desalination 351:184–201CrossRef
Zurück zum Zitat Sen Z (2008) Wadi hydrology. CRC Press, NW. ISBN 978-1-4200-6154-3 Sen Z (2008) Wadi hydrology. CRC Press, NW. ISBN 978-1-4200-6154-3
Zurück zum Zitat Shah N, Nachabe M, Ross M (2007) Extinction depth and evapotranspiration from ground water under selected land covers. Ground Water 45(3):329–338CrossRef Shah N, Nachabe M, Ross M (2007) Extinction depth and evapotranspiration from ground water under selected land covers. Ground Water 45(3):329–338CrossRef
Zurück zum Zitat Sherif M (2014) Freshwater storage and recovery in groundwater systems. In: Symposium on “disposal of large volumes of water: challenges and opportunities for aid environments in MAR practices”. 15–16 June 2014 Muscat, Oman Sherif M (2014) Freshwater storage and recovery in groundwater systems. In: Symposium on “disposal of large volumes of water: challenges and opportunities for aid environments in MAR practices”. 15–16 June 2014 Muscat, Oman
Zurück zum Zitat Shiau JT, Wu FC (2006) Compromise programming methodology for determining instream flow under multiobjective water allocation criteria. JAWRA 42(5):1179–1191 Shiau JT, Wu FC (2006) Compromise programming methodology for determining instream flow under multiobjective water allocation criteria. JAWRA 42(5):1179–1191
Zurück zum Zitat Singh A (2014) Optimization modelling for seawater intrusion management. J Hydrol 508:43–52CrossRef Singh A (2014) Optimization modelling for seawater intrusion management. J Hydrol 508:43–52CrossRef
Zurück zum Zitat Sreekanth J, Datta B (2011) Optimal combined operation of production and barrier wells for the control of saltwater intrusion in coastal groundwater well fields. Desalin Water Treat 32(1–3):72–78CrossRef Sreekanth J, Datta B (2011) Optimal combined operation of production and barrier wells for the control of saltwater intrusion in coastal groundwater well fields. Desalin Water Treat 32(1–3):72–78CrossRef
Zurück zum Zitat Sreekanth J, Datta B (2014) Stochastic and robust multi-objective optimal management of pumping from coastal aquifers under parameter uncertainty. Water Resour Manag 28(7):2005–2019CrossRef Sreekanth J, Datta B (2014) Stochastic and robust multi-objective optimal management of pumping from coastal aquifers under parameter uncertainty. Water Resour Manag 28(7):2005–2019CrossRef
Zurück zum Zitat Wilf M, Bartels C (2005) Optimization of seawater RO systems design. Desalination 173(1):1–12CrossRef Wilf M, Bartels C (2005) Optimization of seawater RO systems design. Desalination 173(1):1–12CrossRef
Zurück zum Zitat Zekri S (2008) Using economic incentives and regulations to reduce seawater intrusion in the Batinah coastal area of Oman. Agric Water Manag 95(3):243–252CrossRef Zekri S (2008) Using economic incentives and regulations to reduce seawater intrusion in the Batinah coastal area of Oman. Agric Water Manag 95(3):243–252CrossRef
Zurück zum Zitat Zekri S (2009) Controlling groundwater pumping online. J Environ Manag 90:3581–3588CrossRef Zekri S (2009) Controlling groundwater pumping online. J Environ Manag 90:3581–3588CrossRef
Zurück zum Zitat Zekri S, Romero C (1993) Public and private compromises in agricultural water management. J Environ Manag 37:281–300CrossRef Zekri S, Romero C (1993) Public and private compromises in agricultural water management. J Environ Manag 37:281–300CrossRef
Zurück zum Zitat Zekri S, Al-Maktoumi A, Abdalla O, Akil J, Charabi Y (2014) Hydrogeological and economical simulation: water provision in emergency situation for Muscat. Water Policy 16:340–357. doi:10.2166/wp.2013.187 CrossRef Zekri S, Al-Maktoumi A, Abdalla O, Akil J, Charabi Y (2014) Hydrogeological and economical simulation: water provision in emergency situation for Muscat. Water Policy 16:340–357. doi:10.​2166/​wp.​2013.​187 CrossRef
Metadaten
Titel
An Optimization-Simulation Approach for Groundwater Abstraction under Recharge Uncertainty
verfasst von
Slim Zekri
Chefi Triki
Ali Al-Maktoumi
Mohammad Reza Bazargan-Lari
Publikationsdatum
01.08.2015
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 10/2015
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-015-1023-x

Weitere Artikel der Ausgabe 10/2015

Water Resources Management 10/2015 Zur Ausgabe