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Erschienen in: Water Resources Management 2/2016

01.01.2016

Coastal Aquifer Management Based on the Joint use of Density-Dependent and Sharp Interface Models

verfasst von: Vasileios Christelis, Aristotelis Mantoglou

Erschienen in: Water Resources Management | Ausgabe 2/2016

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Abstract

In pumping optimization of coastal aquifers, the evaluation of the objective function and constraints using density-dependent models is overwhelmed by complex and time-consuming numerical simulations. To address those cases where the available density-dependent model runs are very limited, due to excessive computational burden, an efficient optimization strategy is developed. The proposed methodology uses an efficient sharp interface model jointly with a complex density-dependent model in an evolutionary optimization algorithm. While most evaluations are based on the sharp interface model, the density-dependent model is selectively called to evaluate promising solutions and to improve the predictions of the sharp interface model through the adaptive modification of the saltwater-freshwater density ratio. The method is tested for pumping optimization problems in confined and unconfined coastal aquifers with multiple pumping wells. The optimal solutions are compared to those obtained by density-dependent as well as by sharp interface optimization alone. Under a very restrictive computational budget, the best feasible solution is attained in less than 25 density-dependent model runs for two optimization problems of 10 and 20 decision variables. The results indicate that this optimization method leads to good feasible solutions and that an improved estimation of optimal pumping rates can be achieved within a limited computational budget. The method could also stand as an efficient preliminary exploration of the optimal search space, to provide good feasible starting points for the implementation of more comprehensive methods of coastal aquifer management.

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Literatur
Zurück zum Zitat Abarca E, Carrera J, Sanchez-Vila X, Dentz M (2007) Anisotropic dispersive Henry problem. Adv Water Resour 30:913–926CrossRef Abarca E, Carrera J, Sanchez-Vila X, Dentz M (2007) Anisotropic dispersive Henry problem. Adv Water Resour 30:913–926CrossRef
Zurück zum Zitat Ataie-Ashtiani B, Ketabchi H (2011) Elitist continuous ant colony optimization algorithm for optimal management of coastal aquifers. Water Resour Manag 25:165–190CrossRef Ataie-Ashtiani B, Ketabchi H (2011) Elitist continuous ant colony optimization algorithm for optimal management of coastal aquifers. Water Resour Manag 25:165–190CrossRef
Zurück zum Zitat Ataie-Ashtiani B, Ketabchi H, Rajabi MM (2014) Optimal management of a freshwater lens in a small island using surrogate models and evolutionary algorithms. J Hydrol Eng 19:339–354CrossRef Ataie-Ashtiani B, Ketabchi H, Rajabi MM (2014) Optimal management of a freshwater lens in a small island using surrogate models and evolutionary algorithms. J Hydrol Eng 19:339–354CrossRef
Zurück zum Zitat Bear J, Verruijt A (1987) Modeling groundwater flow and pollution (Vol. 2). Springer Science & Business Media Bear J, Verruijt A (1987) Modeling groundwater flow and pollution (Vol. 2). Springer Science & Business Media
Zurück zum Zitat Bhattacharjya RK, Datta B (2005) Optimal management of coastal aquifers using linked simulation optimization approach. Water Resour Manag 19(3):295–320CrossRef Bhattacharjya RK, Datta B (2005) Optimal management of coastal aquifers using linked simulation optimization approach. Water Resour Manag 19(3):295–320CrossRef
Zurück zum Zitat Cheng AH-D, Ouazar D (1999) Analytical solutions. In: Bear J, Cheng AH-D, Sorek S, Ouazar D, Herrera I (eds) Seawater intrusion in coastal aquifers—concepts, methods and practices. Kluwer Academic Publishers, Dordrecht Cheng AH-D, Ouazar D (1999) Analytical solutions. In: Bear J, Cheng AH-D, Sorek S, Ouazar D, Herrera I (eds) Seawater intrusion in coastal aquifers—concepts, methods and practices. Kluwer Academic Publishers, Dordrecht
Zurück zum Zitat Christelis V, Mantoglou A (2013) improved sharp interface models in coastal aquifers of finite dimensions. In EGU general assembly conference abstracts vol. 15. p 12228 Christelis V, Mantoglou A (2013) improved sharp interface models in coastal aquifers of finite dimensions. In EGU general assembly conference abstracts vol. 15. p 12228
Zurück zum Zitat Christelis V, Mantoglou A (2015) Pumping optimization of coastal aquifers using radial basis function metamodels. Proceedings of the 9th World Congress of EWRA ‘Water Resources Management in a Changing World: Challenges and Opportunities’ 10–13 June 2015, Istanbul, Turkey Christelis V, Mantoglou A (2015) Pumping optimization of coastal aquifers using radial basis function metamodels. Proceedings of the 9th World Congress of EWRA ‘Water Resources Management in a Changing World: Challenges and Opportunities’ 10–13 June 2015, Istanbul, Turkey
Zurück zum Zitat Christelis V, Kopsiaftis G, Mantoglou A (2012) Coastal aquifer management under drought conditions considering aquifer spatial variability. IAHS-AISH publication 293–297 Christelis V, Kopsiaftis G, Mantoglou A (2012) Coastal aquifer management under drought conditions considering aquifer spatial variability. IAHS-AISH publication 293–297
Zurück zum Zitat Dausman A, Langevin C, Bakker M, Schaars F (2010) A comparison between SWI and SEAWAT—the importance of dispersion, inversion and vertical anisotropy. 21st Salt Water Intrusion Meeting, Gov. of Azores, Azores Dausman A, Langevin C, Bakker M, Schaars F (2010) A comparison between SWI and SEAWAT—the importance of dispersion, inversion and vertical anisotropy. 21st Salt Water Intrusion Meeting, Gov. of Azores, Azores
Zurück zum Zitat Dokou Z, Karatzas GP (2012) Saltwater intrusion estimation in a karstified coastal system using density-dependent modeling and comparison with the sharp-interface approach. Hydrol Sci J 57(5):985–999CrossRef Dokou Z, Karatzas GP (2012) Saltwater intrusion estimation in a karstified coastal system using density-dependent modeling and comparison with the sharp-interface approach. Hydrol Sci J 57(5):985–999CrossRef
Zurück zum Zitat Efstratiadis A, Koutsoyiannis D (2002) An evolutionary annealing-simplex algorithm for global optimization of water resource systems. Proceedings of the Fifth International Conference on Hydroinformatics, Cardiff, UK, International Water Association Publishing 2:1423–1428 Efstratiadis A, Koutsoyiannis D (2002) An evolutionary annealing-simplex algorithm for global optimization of water resource systems. Proceedings of the Fifth International Conference on Hydroinformatics, Cardiff, UK, International Water Association Publishing 2:1423–1428
Zurück zum Zitat Efstratiadis A, Nalbantis I, Koutsoyiannis D (2014) Hydrological modeling of temporally-varying catchments: facets of change and the value of information. Hydrol Sci J 60(7–8):1438–1461 Efstratiadis A, Nalbantis I, Koutsoyiannis D (2014) Hydrological modeling of temporally-varying catchments: facets of change and the value of information. Hydrol Sci J 60(7–8):1438–1461
Zurück zum Zitat Essaid HI (1986) A comparison of the coupled fresh water-salt water flow and the Ghyben-Herzeberg sharp interface approaches to modeling of transient behavior in coastal aquifer systems. J Hydrol 86(1–2):169–193CrossRef Essaid HI (1986) A comparison of the coupled fresh water-salt water flow and the Ghyben-Herzeberg sharp interface approaches to modeling of transient behavior in coastal aquifer systems. J Hydrol 86(1–2):169–193CrossRef
Zurück zum Zitat Ferreira da silva JF, Haie N (2007) Optimal locations of groundwater extractions in coastal aquifers. Water Resour Manag 21:1299–1311CrossRef Ferreira da silva JF, Haie N (2007) Optimal locations of groundwater extractions in coastal aquifers. Water Resour Manag 21:1299–1311CrossRef
Zurück zum Zitat Forrester AIJ, Keane AJ (2009) Recent advances in surrogate-based optimization. Prog Aerosp Sci 49:50–79CrossRef Forrester AIJ, Keane AJ (2009) Recent advances in surrogate-based optimization. Prog Aerosp Sci 49:50–79CrossRef
Zurück zum Zitat Graf T, Therrien R (2005) Variable-density groundwater flow and solute transport in porous media containing nonuniform discrete fractures. Adv Water Resour 28:1351–1367CrossRef Graf T, Therrien R (2005) Variable-density groundwater flow and solute transport in porous media containing nonuniform discrete fractures. Adv Water Resour 28:1351–1367CrossRef
Zurück zum Zitat Karatzas GP, Dokou Z (2015) Optimal management of saltwater intrusion in the coastal aquifer of Malia, Crete (Greece) using particle swarm optimization. Hydrogeol J. doi:10.1007/s10040-015-1286-6 Karatzas GP, Dokou Z (2015) Optimal management of saltwater intrusion in the coastal aquifer of Malia, Crete (Greece) using particle swarm optimization. Hydrogeol J. doi:10.​1007/​s10040-015-1286-6
Zurück zum Zitat Karterakis SM, Karatzas GP, Nikolos IK, Papadopoulou MP (2007) Application of linear programming and differential evolutionary optimization methodologies for the solution of coastal subsurface water management problems subject to environmental criteria. J Hydrol 342:270–282CrossRef Karterakis SM, Karatzas GP, Nikolos IK, Papadopoulou MP (2007) Application of linear programming and differential evolutionary optimization methodologies for the solution of coastal subsurface water management problems subject to environmental criteria. J Hydrol 342:270–282CrossRef
Zurück zum Zitat Ketabchi H, Ataie-Ashtiani B (2015) Evolutionary algorithms for the optimal management of coastal groundwater: a comparative study toward future challenges. J Hydrol 520:193–213CrossRef Ketabchi H, Ataie-Ashtiani B (2015) Evolutionary algorithms for the optimal management of coastal groundwater: a comparative study toward future challenges. J Hydrol 520:193–213CrossRef
Zurück zum Zitat Kourakos G, Mantoglou A (2009) Pumping optimization of coastal aquifers based on evolutionary algorithms and surrogate modular neural network models. Adv Water Resour 32(4):507–521CrossRef Kourakos G, Mantoglou A (2009) Pumping optimization of coastal aquifers based on evolutionary algorithms and surrogate modular neural network models. Adv Water Resour 32(4):507–521CrossRef
Zurück zum Zitat Koussis AD, Mazi K, Riou F, Destouni G (2015) A correction for Dupuit-Forchheimer interface flow models of seawater intrusion in unconfined coastal aquifers. J Hydrol 525:277–285CrossRef Koussis AD, Mazi K, Riou F, Destouni G (2015) A correction for Dupuit-Forchheimer interface flow models of seawater intrusion in unconfined coastal aquifers. J Hydrol 525:277–285CrossRef
Zurück zum Zitat Llopis-Albert C, Pulido-Velazquez D (2014) Discussion about the validity of sharp-interface models to deal with seawater intrusion in coastal aquifers. Hydrol Proc 28:3642–3654CrossRef Llopis-Albert C, Pulido-Velazquez D (2014) Discussion about the validity of sharp-interface models to deal with seawater intrusion in coastal aquifers. Hydrol Proc 28:3642–3654CrossRef
Zurück zum Zitat Lu C, Luo J (2014) Groundwater pumping in head-controlled coastal systems: the role of lateral boundaries in quantifying the interface toe location and maximum pumping rate. J Hydrol 512:147–156CrossRef Lu C, Luo J (2014) Groundwater pumping in head-controlled coastal systems: the role of lateral boundaries in quantifying the interface toe location and maximum pumping rate. J Hydrol 512:147–156CrossRef
Zurück zum Zitat Lu C, Werner AD (2013) Timescales of seawater intrusion and retreat. Adv Water Resour 59:39–51CrossRef Lu C, Werner AD (2013) Timescales of seawater intrusion and retreat. Adv Water Resour 59:39–51CrossRef
Zurück zum Zitat Lu C, Chen Y, Luo J (2012) Boundary condition effects on maximum groundwater withdrawal in coastal aquifers. Ground Water 50(3):386–393CrossRef Lu C, Chen Y, Luo J (2012) Boundary condition effects on maximum groundwater withdrawal in coastal aquifers. Ground Water 50(3):386–393CrossRef
Zurück zum Zitat Mantoglou A (2003) Pumping management of coastal aquifers using analytical models of saltwater intrusion. Water Resour Res 39(12):1335CrossRef Mantoglou A (2003) Pumping management of coastal aquifers using analytical models of saltwater intrusion. Water Resour Res 39(12):1335CrossRef
Zurück zum Zitat Mantoglou A, Papantoniou M (2008) Optimal design of pumping networks in coastal aquifers using sharp interface models. J Hydrol 361:52–63CrossRef Mantoglou A, Papantoniou M (2008) Optimal design of pumping networks in coastal aquifers using sharp interface models. J Hydrol 361:52–63CrossRef
Zurück zum Zitat Mantoglou A, Papantoniou M, Giannoulopoulos P (2004) Management of coastal aquifers based on nonlinear optimization and evolutionary algorithms. J Hydrol 297(1–4):209–228CrossRef Mantoglou A, Papantoniou M, Giannoulopoulos P (2004) Management of coastal aquifers based on nonlinear optimization and evolutionary algorithms. J Hydrol 297(1–4):209–228CrossRef
Zurück zum Zitat Mathworks (2010) MATLAB global optimization toolbox Mathworks (2010) MATLAB global optimization toolbox
Zurück zum Zitat Nocedal J, Wright SJ (2006) Numerical optimization, Second Edition. Springer series in operations research, Springer Verlag Nocedal J, Wright SJ (2006) Numerical optimization, Second Edition. Springer series in operations research, Springer Verlag
Zurück zum Zitat Papadopoulou MP, Nikolos IK, Karatzas GP (2010) Computational benefits using artificial intelligent methodologies for the solution of an environmental design problem: saltwater intrusion. Water Sci Technol 62(7):1479–1490CrossRef Papadopoulou MP, Nikolos IK, Karatzas GP (2010) Computational benefits using artificial intelligent methodologies for the solution of an environmental design problem: saltwater intrusion. Water Sci Technol 62(7):1479–1490CrossRef
Zurück zum Zitat Pool M, Carrera J (2011) A correction factor to account for mixing in Ghyben-Herzberg and critical pumping rate approximations of seawater intrusion in coastal aquifers. Water Resour Res. doi:10.1029/2010WR010256 Pool M, Carrera J (2011) A correction factor to account for mixing in Ghyben-Herzberg and critical pumping rate approximations of seawater intrusion in coastal aquifers. Water Resour Res. doi:10.​1029/​2010WR010256
Zurück zum Zitat Rao SVN, Sreenivasulu V, Bhallamudi SM, Thandaveswara BS, Sudheer KP (2004) Planning groundwater development in coastal aquifers. Hydrol Sci J 49(1):155–170CrossRef Rao SVN, Sreenivasulu V, Bhallamudi SM, Thandaveswara BS, Sudheer KP (2004) Planning groundwater development in coastal aquifers. Hydrol Sci J 49(1):155–170CrossRef
Zurück zum Zitat Razavi S, Tolson BA, Burn DH (2012) Numerical assessment of metamodeling strategies in computationally intensive optimization. Environ Model Software 34:67–86CrossRef Razavi S, Tolson BA, Burn DH (2012) Numerical assessment of metamodeling strategies in computationally intensive optimization. Environ Model Software 34:67–86CrossRef
Zurück zum Zitat Regis RG (2011) Stochastic radial basis function algorithms for large-scale optimization involving expensive black-box objective and constraint functions. Comput Oper Res 38:837–853CrossRef Regis RG (2011) Stochastic radial basis function algorithms for large-scale optimization involving expensive black-box objective and constraint functions. Comput Oper Res 38:837–853CrossRef
Zurück zum Zitat Regis RG, Shoemaker CA (2005) Constrained global optimization of expensive black box functions using radial basis functions. J Glob Optim 31:153–171CrossRef Regis RG, Shoemaker CA (2005) Constrained global optimization of expensive black box functions using radial basis functions. J Glob Optim 31:153–171CrossRef
Zurück zum Zitat Rozos E, Efstratiadis A, Nalbantis I, Koutsoyiannis D (2004) Calibration of a semi-distributed model for conjunctive simulation of surface and groundwater flows. Hydrol Sci J 49(5):819–842CrossRef Rozos E, Efstratiadis A, Nalbantis I, Koutsoyiannis D (2004) Calibration of a semi-distributed model for conjunctive simulation of surface and groundwater flows. Hydrol Sci J 49(5):819–842CrossRef
Zurück zum Zitat Simmons CT (2005) Variable density groundwater flow: From current challenges to future possibilities. Hydrogeol J 13:116–119CrossRef Simmons CT (2005) Variable density groundwater flow: From current challenges to future possibilities. Hydrogeol J 13:116–119CrossRef
Zurück zum Zitat Singh A (2012) An overview of the optimization modeling applications. J Hydrol 466–467:167–182CrossRef Singh A (2012) An overview of the optimization modeling applications. J Hydrol 466–467:167–182CrossRef
Zurück zum Zitat Singh A (2014) Optimization modeling for seawater intrusion management. J Hydrol 508:43–52CrossRef Singh A (2014) Optimization modeling for seawater intrusion management. J Hydrol 508:43–52CrossRef
Zurück zum Zitat Singh A (2015) Managing the environmental problem of seawater intrusion in coastal aquifers through simulation-optimization modeling. Ecol Indic 48:498–504CrossRef Singh A (2015) Managing the environmental problem of seawater intrusion in coastal aquifers through simulation-optimization modeling. Ecol Indic 48:498–504CrossRef
Zurück zum Zitat Sreekanth J, Datta B (2011) Comparative evaluation of genetic programming and neural network as a potential surrogate models for coastal aquifer management. Water Resour Manag 25:3201–3218CrossRef Sreekanth J, Datta B (2011) Comparative evaluation of genetic programming and neural network as a potential surrogate models for coastal aquifer management. Water Resour Manag 25:3201–3218CrossRef
Zurück zum Zitat Strack ODL (1976) A single-potential solution for regional interface problems in coastal aquifers. Water Resour Res 12(6):1165–1174CrossRef Strack ODL (1976) A single-potential solution for regional interface problems in coastal aquifers. Water Resour Res 12(6):1165–1174CrossRef
Zurück zum Zitat Therrien R, Sudicky EA (1996) Three-dimensional analysis of variably-saturated flow and solute transport in discretely-fractured porous media. J Contam Hydrol 23:1–44CrossRef Therrien R, Sudicky EA (1996) Three-dimensional analysis of variably-saturated flow and solute transport in discretely-fractured porous media. J Contam Hydrol 23:1–44CrossRef
Zurück zum Zitat Therrien R, McLaren RG, Sudicky EA, Panday SM (2006) HydroGeoSphere-A three-dimensional numerical model describing fully-integrated subsurface and surface flow and solute transport. Groundwater Simulations Group, University of Waterloo, Canada, draft ed. 2006 Therrien R, McLaren RG, Sudicky EA, Panday SM (2006) HydroGeoSphere-A three-dimensional numerical model describing fully-integrated subsurface and surface flow and solute transport. Groundwater Simulations Group, University of Waterloo, Canada, draft ed. 2006
Zurück zum Zitat Thompson C, Smith L, Maji R (2007) Hydrogeological modeling of submarine groundwater discharge on the continental shelf of Louisiana. J Geophys Res. doi:10.1029/2006JC003557 Thompson C, Smith L, Maji R (2007) Hydrogeological modeling of submarine groundwater discharge on the continental shelf of Louisiana. J Geophys Res. doi:10.​1029/​2006JC003557
Zurück zum Zitat Werner AD, Bakker M, Post VEA, Vandenbohede A, Lu C, Ataie-Ashtiani B, Simmons CT, Barry DA (2013) Seawater intrusion processes, investigation and management: recent advances and future challenges. Adv Water Resour 51:3–26CrossRef Werner AD, Bakker M, Post VEA, Vandenbohede A, Lu C, Ataie-Ashtiani B, Simmons CT, Barry DA (2013) Seawater intrusion processes, investigation and management: recent advances and future challenges. Adv Water Resour 51:3–26CrossRef
Metadaten
Titel
Coastal Aquifer Management Based on the Joint use of Density-Dependent and Sharp Interface Models
verfasst von
Vasileios Christelis
Aristotelis Mantoglou
Publikationsdatum
01.01.2016
Verlag
Springer Netherlands
Erschienen in
Water Resources Management / Ausgabe 2/2016
Print ISSN: 0920-4741
Elektronische ISSN: 1573-1650
DOI
https://doi.org/10.1007/s11269-015-1195-4

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