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Volumn 393, Issue 3-4, 2010, Pages 245-256

Multi-objective management of saltwater intrusion in coastal aquifers using genetic programming and modular neural network based surrogate models

Author keywords

Coastal aquifer; Genetic programming; Modular neural network; Pumping optimization; Salinity intrusion; Surrogate model

Indexed keywords

COASTAL AQUIFERS; MODULAR NEURAL NETWORKS; PUMPING OPTIMIZATION; SALINITY INTRUSION; SURROGATE MODEL;

EID: 77957874307     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2010.08.023     Document Type: Article
Times cited : (173)

References (50)
  • 2
    • 0032858697 scopus 로고    scopus 로고
    • Optimal design of aquifer cleanup systems under uncertainty using a neural network and a genetic algorithm
    • Aly A.H., Peralta R.C. Optimal design of aquifer cleanup systems under uncertainty using a neural network and a genetic algorithm. Water Resources Research 1999, 35(8):2523-2532.
    • (1999) Water Resources Research , vol.35 , Issue.8 , pp. 2523-2532
    • Aly, A.H.1    Peralta, R.C.2
  • 3
    • 13544249604 scopus 로고    scopus 로고
    • Approximating a finite element model by neural network prediction for facility optimization in groundwater engineering
    • Arndt O., Barth T., Freisleben B., Grauer M. Approximating a finite element model by neural network prediction for facility optimization in groundwater engineering. European Journal of Operational Research 2005, 166:769-781.
    • (2005) European Journal of Operational Research , vol.166 , pp. 769-781
    • Arndt, O.1    Barth, T.2    Freisleben, B.3    Grauer, M.4
  • 4
    • 45849097930 scopus 로고    scopus 로고
    • A simulation/optimization model for the identification of unknown groundwater well locations and pumping rates
    • Ayvaz M.T., Karahan H. A simulation/optimization model for the identification of unknown groundwater well locations and pumping rates. Journal of Hydrology 2008, 357(1-2):76-92.
    • (2008) Journal of Hydrology , vol.357 , Issue.1-2 , pp. 76-92
    • Ayvaz, M.T.1    Karahan, H.2
  • 5
    • 0036997582 scopus 로고    scopus 로고
    • Rainfall runoff modeling based on genetic programming
    • Babovic V., Keijzer M. Rainfall runoff modeling based on genetic programming. Nordic Hydrology 2002, 33:331-343.
    • (2002) Nordic Hydrology , vol.33 , pp. 331-343
    • Babovic, V.1    Keijzer, M.2
  • 7
    • 57649221780 scopus 로고    scopus 로고
    • A stochastic sampling design using a multi-objective genetic algorithm and adaptive neural networks
    • Behzadian K., Kapelan Z., Savic D., Ardeshir A. A stochastic sampling design using a multi-objective genetic algorithm and adaptive neural networks. Environ Model Software 2009, 24(4):530-541.
    • (2009) Environ Model Software , vol.24 , Issue.4 , pp. 530-541
    • Behzadian, K.1    Kapelan, Z.2    Savic, D.3    Ardeshir, A.4
  • 8
    • 77957870642 scopus 로고    scopus 로고
    • Management of Saltwater Intrusion in Coastal Aquifers using ANN-GA Based Simulation Optimization Approach, PhD thesis, Indian Institute of Technology Kanpur, Kanpur, India
    • Bhattacharjya, R.K., 2003. Management of Saltwater Intrusion in Coastal Aquifers using ANN-GA Based Simulation Optimization Approach, PhD thesis, Indian Institute of Technology Kanpur, Kanpur, India.
    • (2003)
    • Bhattacharjya, R.K.1
  • 9
    • 22344432020 scopus 로고    scopus 로고
    • Optimal management of coastal aquifer using linked simulation optimization approach
    • Bhattacharjya R.K., Datta B. Optimal management of coastal aquifer using linked simulation optimization approach. Water Resources Management 2005, 19(3):295-320.
    • (2005) Water Resources Management , vol.19 , Issue.3 , pp. 295-320
    • Bhattacharjya, R.K.1    Datta, B.2
  • 11
    • 0033859785 scopus 로고    scopus 로고
    • Pumping optimization in saltwater-intruded coastal aquifers
    • Cheng A.H.D., Halhal D., Naji A., Ouazar D. Pumping optimization in saltwater-intruded coastal aquifers. Water Resources Research 2000, 36(8):2155-2165.
    • (2000) Water Resources Research , vol.36 , Issue.8 , pp. 2155-2165
    • Cheng, A.H.D.1    Halhal, D.2    Naji, A.3    Ouazar, D.4
  • 12
    • 0032005920 scopus 로고    scopus 로고
    • Seawater-freshwater interface in a stratified aquifer of random permeability distribution
    • Dagan G., Zeitoun D.G. Seawater-freshwater interface in a stratified aquifer of random permeability distribution. Journal of Contaminant Hydrology 1998, 29(3):185-203.
    • (1998) Journal of Contaminant Hydrology , vol.29 , Issue.3 , pp. 185-203
    • Dagan, G.1    Zeitoun, D.G.2
  • 13
    • 0032779895 scopus 로고    scopus 로고
    • Development of management models for sustainable use of coastal aquifers
    • Das A., Datta B. Development of management models for sustainable use of coastal aquifers. Journal of Irrigation and Drainage Engineering-Asce 1999, 125(3):112-121.
    • (1999) Journal of Irrigation and Drainage Engineering-Asce , vol.125 , Issue.3 , pp. 112-121
    • Das, A.1    Datta, B.2
  • 16
    • 70549102051 scopus 로고    scopus 로고
    • Multi-objective management of saltwater intrusion in coastal aquifers using linked simulation optimization - methodology development and performance evaluation
    • Dhar A., Datta B. Multi-objective management of saltwater intrusion in coastal aquifers using linked simulation optimization - methodology development and performance evaluation. Journal of Hydrologic Engineering-Asce 2009, 14(12):1263-1272.
    • (2009) Journal of Hydrologic Engineering-Asce , vol.14 , Issue.12 , pp. 1263-1272
    • Dhar, A.1    Datta, B.2
  • 17
    • 44349112109 scopus 로고    scopus 로고
    • Prediction and modelling of the flow of a typical urban basin through genetic programming. In: S. Cagnoni, J. Gottieb, E. Hart, M. Middendorf, G.R. Raidl (Editors)
    • Dorado, J., Rabunal, J.R., Puertas, J., Santos, A., Rivero, D., 2002. Prediction and modelling of the flow of a typical urban basin through genetic programming. In: S. Cagnoni, J. Gottieb, E. Hart, M. Middendorf, G.R. Raidl (Editors), pp. 190-201.
    • (2002) , pp. 190-201
    • Dorado, J.1    Rabunal, J.R.2    Puertas, J.3    Santos, A.4    Rivero, D.5
  • 18
    • 0032079941 scopus 로고    scopus 로고
    • Management model for conjunctive use of coastal surface water and ground water
    • Emch P.G., Yeh W.W.G. Management model for conjunctive use of coastal surface water and ground water. Journal of Water Resources Planning and Management-Asce 1998, 124(3):129-139.
    • (1998) Journal of Water Resources Planning and Management-Asce , vol.124 , Issue.3 , pp. 129-139
    • Emch, P.G.1    Yeh, W.W.G.2
  • 19
    • 77957880524 scopus 로고    scopus 로고
    • Discipulus™ Software Owner's Manual, version 3.0 DRAFT. Machine Learning Technologies Inc., Littleton, CO, USA
    • Francone, F.D., 1998. Discipulus™ Software Owner's Manual, version 3.0 DRAFT. Machine Learning Technologies Inc., Littleton, CO, USA.
    • (1998)
    • Francone, F.D.1
  • 20
    • 0001867238 scopus 로고
    • Intelligence neural network connection weights
    • Garson G.D. Intelligence neural network connection weights. Artificial Intelligence Expert 1991, 6:47-51.
    • (1991) Artificial Intelligence Expert , vol.6 , pp. 47-51
    • Garson, G.D.1
  • 21
    • 46749107461 scopus 로고    scopus 로고
    • Real-time wave forecasting using genetic programming
    • Gaur S., Deo M.C. Real-time wave forecasting using genetic programming. Ocean Engineering 2008, 35(11-12):1166-1172.
    • (2008) Ocean Engineering , vol.35 , Issue.11-12 , pp. 1166-1172
    • Gaur, S.1    Deo, M.C.2
  • 22
    • 0037442845 scopus 로고    scopus 로고
    • Review and comparison of methods to study the contribution of variables in artificial neural network models
    • Gevrey M., Dimopoulos L., Lek S. Review and comparison of methods to study the contribution of variables in artificial neural network models. Ecological Modelling 2003, 160:249-264.
    • (2003) Ecological Modelling , vol.160 , pp. 249-264
    • Gevrey, M.1    Dimopoulos, L.2    Lek, S.3
  • 23
    • 0029223565 scopus 로고
    • Back-propagation neural networks for modelling complex systems
    • Goh A.T.C. Back-propagation neural networks for modelling complex systems. Artificial Intelligence in Engineering 1995, 9:143-151.
    • (1995) Artificial Intelligence in Engineering , vol.9 , pp. 143-151
    • Goh, A.T.C.1
  • 24
    • 0020642405 scopus 로고
    • A review of distributed parameter groundwater-management modelling methods
    • Gorelick S.M. A review of distributed parameter groundwater-management modelling methods. Water Resources Research 1983, 19(2):305-319.
    • (1983) Water Resources Research , vol.19 , Issue.2 , pp. 305-319
    • Gorelick, S.M.1
  • 25
    • 0021639791 scopus 로고
    • Aquifer reclamation design: the use of contaminant transport simulation combined with non-linear programming
    • Gorelick S.M., Voss C.I., Gill P.E., Murray W., Saunders M.A., Wright M.H. Aquifer reclamation design: the use of contaminant transport simulation combined with non-linear programming. Water Resources Research 1984, 20(4):415-427.
    • (1984) Water Resources Research , vol.20 , Issue.4 , pp. 415-427
    • Gorelick, S.M.1    Voss, C.I.2    Gill, P.E.3    Murray, W.4    Saunders, M.A.5    Wright, M.H.6
  • 27
    • 0031282498 scopus 로고    scopus 로고
    • Inverse modelling of seawater intrusion in the Llobregat delta deep aquifer
    • Iribar V., Carrera J., Custodio E., Medina A. Inverse modelling of seawater intrusion in the Llobregat delta deep aquifer. Journal of Hydrology 1997, 198(1-4):226-244.
    • (1997) Journal of Hydrology , vol.198 , Issue.1-4 , pp. 226-244
    • Iribar, V.1    Carrera, J.2    Custodio, E.3    Medina, A.4
  • 28
    • 21144433756 scopus 로고    scopus 로고
    • A comprehensive survey of fitness approximation in evolutionary Computation
    • Jin Y. A comprehensive survey of fitness approximation in evolutionary Computation. Soft Computing 2005, 9(1):3-12.
    • (2005) Soft Computing , vol.9 , Issue.1 , pp. 3-12
    • Jin, Y.1
  • 29
    • 33745978088 scopus 로고    scopus 로고
    • Combining genetic algorithms and boundary elements to optimize coastal aquifers' management
    • Katsifarakis K.L., Petala Z. Combining genetic algorithms and boundary elements to optimize coastal aquifers' management. Journal of Hydrology 2006, 327(1-2):200-207.
    • (2006) Journal of Hydrology , vol.327 , Issue.1-2 , pp. 200-207
    • Katsifarakis, K.L.1    Petala, Z.2
  • 30
    • 77957878725 scopus 로고    scopus 로고
    • A pumping optimization of coastal aquifers using 3-d density models and approximations with neural networks. In: XVI International Conference on Computational Methods in Water Resources, Copenhagen
    • Kourakos, G., Mantoglou, A., 2006. A pumping optimization of coastal aquifers using 3-d density models and approximations with neural networks. In: XVI International Conference on Computational Methods in Water Resources, Copenhagen.
    • (2006)
    • Kourakos, G.1    Mantoglou, A.2
  • 31
    • 62349136438 scopus 로고    scopus 로고
    • Pumping optimization of coastal aquifers based on evolutionary algorithms and surrogate modular neural network models
    • Kourakos G., Mantoglou A. Pumping optimization of coastal aquifers based on evolutionary algorithms and surrogate modular neural network models. Advances in Water Resources 2009, 32(4):507-521.
    • (2009) Advances in Water Resources , vol.32 , Issue.4 , pp. 507-521
    • Kourakos, G.1    Mantoglou, A.2
  • 32
    • 0002568507 scopus 로고
    • Genetic programming as a means for programming computers by natural selection
    • Koza J.R. Genetic programming as a means for programming computers by natural selection. Statistics and Computing 1994, 4(2):87-112.
    • (1994) Statistics and Computing , vol.4 , Issue.2 , pp. 87-112
    • Koza, J.R.1
  • 33
    • 77957863726 scopus 로고    scopus 로고
    • A Three-Dimensional Finite Element Computer Model for Simulating Density-Dependent Flow and Transport in Variable Saturated Media: Version 3.0, US Army Engineer Research and Development Center, Vicksburg, Miss
    • Lin, H-C.J., Richards, D.R., Talbot, C.A., Yeh, G-T., Cheng, J-R., Cheng, H-P., Jones, N.L., 1997. A Three-Dimensional Finite Element Computer Model for Simulating Density-Dependent Flow and Transport in Variable Saturated Media: Version 3.0, US Army Engineer Research and Development Center, Vicksburg, Miss.
    • (1997)
    • Lin, H-C.J.1    Richards, D.R.2    Talbot, C.A.3    Yeh, G-T.4    Cheng, J-R.5    Cheng, H-P.6    Jones, N.L.7
  • 34
    • 40849130727 scopus 로고    scopus 로고
    • Short-term streamflow forecasting with global climate change implications - a comparative study between genetic programming and neural network models
    • Makkeasorn A., Chang N.B., Zhou X. Short-term streamflow forecasting with global climate change implications - a comparative study between genetic programming and neural network models. Journal of Hydrology 2008, 352(3-4):336-354.
    • (2008) Journal of Hydrology , vol.352 , Issue.3-4 , pp. 336-354
    • Makkeasorn, A.1    Chang, N.B.2    Zhou, X.3
  • 35
    • 1242299707 scopus 로고    scopus 로고
    • Pumping management of coastal aquifers using analytical models of saltwater intrusion
    • Mantoglou A. Pumping management of coastal aquifers using analytical models of saltwater intrusion. Water Resources Research 2003, 39(12).
    • (2003) Water Resources Research , vol.39 , Issue.12
    • Mantoglou, A.1
  • 36
    • 52949096486 scopus 로고    scopus 로고
    • Optimal design of pumping networks in coastal aquifers using sharp interface models
    • Mantoglou A., Papantoniou M. Optimal design of pumping networks in coastal aquifers using sharp interface models. Journal of Hydrology 2008, 361(1-2):52-63.
    • (2008) Journal of Hydrology , vol.361 , Issue.1-2 , pp. 52-63
    • Mantoglou, A.1    Papantoniou, M.2
  • 37
    • 3242745350 scopus 로고    scopus 로고
    • Management of coastal aquifers based on nonlinear optimization and evolutionary algorithms
    • Mantoglou A., Papantoniou M., Giannoulopoulos P. Management of coastal aquifers based on nonlinear optimization and evolutionary algorithms. Journal of Hydrology 2004, 297(1-4):209-228.
    • (2004) Journal of Hydrology , vol.297 , Issue.1-4 , pp. 209-228
    • Mantoglou, A.1    Papantoniou, M.2    Giannoulopoulos, P.3
  • 38
    • 0037102687 scopus 로고    scopus 로고
    • Illuminating the " black box": a randomization approach for understanding variable contributions in artificial neural networks
    • Olden J.D., Jackson D.A. Illuminating the " black box": a randomization approach for understanding variable contributions in artificial neural networks. Ecological Modelling 2002, 154(1-2):135-150.
    • (2002) Ecological Modelling , vol.154 , Issue.1-2 , pp. 135-150
    • Olden, J.D.1    Jackson, D.A.2
  • 39
    • 59649086425 scopus 로고    scopus 로고
    • Toward improving the reliability of hydrologic prediction: model structure uncertainty and its quantification using ensemble-based genetic programming framework
    • Parasuraman K., Elshorbagy A. Toward improving the reliability of hydrologic prediction: model structure uncertainty and its quantification using ensemble-based genetic programming framework. Water Resources Research 2008, 44(12).
    • (2008) Water Resources Research , vol.44 , Issue.12
    • Parasuraman, K.1    Elshorbagy, A.2
  • 40
    • 1842433822 scopus 로고    scopus 로고
    • Multi-objective optimization of pumping rates and well placement in coastal aquifers
    • Park C.H., Aral M.M. Multi-objective optimization of pumping rates and well placement in coastal aquifers. Journal of Hydrology 2004, 290(1-2):80-99.
    • (2004) Journal of Hydrology , vol.290 , Issue.1-2 , pp. 80-99
    • Park, C.H.1    Aral, M.M.2
  • 41
    • 0027464578 scopus 로고
    • Neural network based screening for groundwater reclamation under uncertainty
    • Ranjithan S., Eheart J.W., Garrett J.H. Neural network based screening for groundwater reclamation under uncertainty. Water Resources Research 1993, 29(3):563-574.
    • (1993) Water Resources Research , vol.29 , Issue.3 , pp. 563-574
    • Ranjithan, S.1    Eheart, J.W.2    Garrett, J.H.3
  • 43
    • 0028988614 scopus 로고
    • Field-scale groundwater remediation using neural networks and the genetic algorithm
    • Rogers L.L., Dowla F.U., Johnson V.M. Field-scale groundwater remediation using neural networks and the genetic algorithm. Environmental Science & Technology 1995, 29(5):1145-1155.
    • (1995) Environmental Science & Technology , vol.29 , Issue.5 , pp. 1145-1155
    • Rogers, L.L.1    Dowla, F.U.2    Johnson, V.M.3
  • 44
    • 84949954212 scopus 로고    scopus 로고
    • Forecasting using genetic programming. In: Proceedings of the 33rd Southeastern Symposium on System Theory, Athens, OH, USA
    • Sheta, A.F., Mahmoud, A., 2001. Forecasting using genetic programming. In: Proceedings of the 33rd Southeastern Symposium on System Theory, Athens, OH, USA, pp. 343-347.
    • (2001) , pp. 343-347
    • Sheta, A.F.1    Mahmoud, A.2
  • 45
    • 0023349730 scopus 로고
    • Large sample properties of simulations using latin hypercube sampling
    • Stein M. Large sample properties of simulations using latin hypercube sampling. Technometrics 1987, 29:143-151.
    • (1987) Technometrics , vol.29 , pp. 143-151
    • Stein, M.1
  • 46
    • 77957884798 scopus 로고    scopus 로고
    • US EPA, 1992.(March 2010)
    • US EPA, 1992.(March 2010). http://www.epa.gov/safewater/consumer/2ndstandards.html.
    • (2010)
  • 47
    • 0032104179 scopus 로고    scopus 로고
    • Ground water management optimization using genetic algorithms and simulated annealing: formulation and comparison
    • Wang M., Zheng C. Ground water management optimization using genetic algorithms and simulated annealing: formulation and comparison. Journal of the American Water Resources Association 1998, 34(3):519-530.
    • (1998) Journal of the American Water Resources Association , vol.34 , Issue.3 , pp. 519-530
    • Wang, M.1    Zheng, C.2
  • 48
    • 68349105875 scopus 로고    scopus 로고
    • A comparison of performance of several artificial intelligence methods for forecasting monthly discharge time series
    • Wang W.C., Chau K.W., Cheng C.T., Qiu L. A comparison of performance of several artificial intelligence methods for forecasting monthly discharge time series. Journal of Hydrology 2009, 374(3-4):294-306.
    • (2009) Journal of Hydrology , vol.374 , Issue.3-4 , pp. 294-306
    • Wang, W.C.1    Chau, K.W.2    Cheng, C.T.3    Qiu, L.4
  • 49
    • 33745438549 scopus 로고    scopus 로고
    • Optimal groundwater remediation design using an adaptive neural network genetic algorithm
    • Yan S.Q., Minsker B. Optimal groundwater remediation design using an adaptive neural network genetic algorithm. Water Resources Research 2006, 42(5).
    • (2006) Water Resources Research , vol.42 , Issue.5
    • Yan, S.Q.1    Minsker, B.2
  • 50
    • 37249093949 scopus 로고    scopus 로고
    • A genetic programming-based surrogate model development and its application to a groundwater source identification problem
    • Zechman Emily, Baha Mirghani, Mahinthakumar G., Ranji Ranjithan S. A genetic programming-based surrogate model development and its application to a groundwater source identification problem. ASCE Conference Proceeding 2005, 173:341.
    • (2005) ASCE Conference Proceeding , vol.173 , pp. 341
    • Zechman, E.1    Baha, M.2    Mahinthakumar, G.3    Ranji Ranjithan, S.4


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