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Volumn 19, Issue 2, 2014, Pages 339-354

Optimal management of a freshwater lens in a small Island using surrogate models and evolutionary algorithms

Author keywords

Artificial neural networks; Freshwater lens; Genetic algorithm; Multiobjective analysis; Numerical modeling; Persian Gulf.; Seawater intrusion

Indexed keywords

AUTOMATED PARAMETER ESTIMATION; FRESHWATER LENS; GROUNDWATER NUMERICAL MODELS; MULTI-OBJECTIVE ANALYSIS; MULTIOBJECTIVE MANAGEMENT; PARETO OPTIMAL SOLUTIONS; PERSIAN GULF; REAL-WORLD OPTIMIZATION;

EID: 84892867580     PISSN: 10840699     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)HE.1943-5584.0000809     Document Type: Article
Times cited : (60)

References (55)
  • 1
    • 78650308984 scopus 로고    scopus 로고
    • Elitist continuous ant colony optimization algorithm for optimal management of coastal aquifers
    • Ataie-Ashtiani, B., and Ketabchi, H. (2011). "Elitist continuous ant colony optimization algorithm for optimal management of coastal aquifers." Water Resour. Manage., 25(1), 165-190.
    • (2011) Water Resour. Manage. , vol.25 , Issue.1 , pp. 165-190
    • Ataie-Ashtiani, B.1    Ketabchi, H.2
  • 2
    • 84881554441 scopus 로고    scopus 로고
    • Inverse modelling for freshwater lens in small islands: Kish Island, Persian Gulf
    • Ataie-Ashtiani, B., Rajabi, M. M., and Ketabchi, H. (2013a). "Inverse modelling for freshwater lens in small islands: Kish Island, Persian Gulf." Hydrol. Process., 27(19), 2759-2773.
    • (2013) Hydrol. Process. , vol.27 , Issue.19 , pp. 2759-2773
    • Ataie-Ashtiani, B.1    Rajabi, M.M.2    Ketabchi, H.3
  • 3
    • 84885853919 scopus 로고    scopus 로고
    • How important is the impact of land-surface inundation on seawater intrusion caused by sea-level rise?
    • Ataie-Ashtiani, B., Werner, A. D., Simmons, C. T., Morgan, L. K., and Lu, C. (2013b). "How important is the impact of land-surface inundation on seawater intrusion caused by sea-level rise?." Hydrogeology J., 21(7), 1673-1677.
    • (2013) Hydrogeology J. , vol.21 , Issue.7 , pp. 1673-1677
    • Ataie-Ashtiani, B.1    Werner, A.D.2    Simmons, C.T.3    Morgan, L.K.4    Lu, C.5
  • 4
    • 0033535447 scopus 로고    scopus 로고
    • Tidal effects on sea water intrusion in unconfined aquifers
    • Ataie-Ashtiani, B., Volker, R. E., and Lockington, D. A. (1999). "Tidal effects on sea water intrusion in unconfined aquifers." J. Hydrol., 216(1), 17-31.
    • (1999) J. Hydrol. , vol.216 , Issue.1 , pp. 17-31
    • Ataie-Ashtiani, B.1    Volker, R.E.2    Lockington, D.A.3
  • 5
    • 79551472362 scopus 로고    scopus 로고
    • Artificial neural network model as a potential alternative for groundwater salinity forecasting
    • Banerjee, P., Singh, V. S., Chatttopadhyay, K., Chandra, P. C., and Singh, B. (2011). "Artificial neural network model as a potential alternative for groundwater salinity forecasting." J. Hydrol., 398(3), 212-220.
    • (2011) J. Hydrol. , vol.398 , Issue.3 , pp. 212-220
    • Banerjee, P.1    Singh, V.S.2    Chatttopadhyay, K.3    Chandra, P.C.4    Singh, B.5
  • 6
    • 22344432020 scopus 로고    scopus 로고
    • Optimal management of coastal aquifers using linked simulation optimization approach
    • Bhattacharjya, R. K., and Datta, B. (2005). "Optimal management of coastal aquifers using linked simulation optimization approach." Water Resour. Manage., 19(3), 295-320.
    • (2005) Water Resour. Manage. , vol.19 , Issue.3 , pp. 295-320
    • Bhattacharjya, R.K.1    Datta, B.2
  • 7
    • 69249134714 scopus 로고    scopus 로고
    • ANN-GA-based model for multiple objective management of coastal aquifers
    • Bhattacharjya, R. K., and Datta, B. (2009). "ANN-GA-based model for multiple objective management of coastal aquifers." J. Water Resour. Plann.Manage., 135:5(314), 314-322.
    • (2009) J. Water Resour. Plann.Manage. , vol.135 , Issue.314 , pp. 314-322
    • Bhattacharjya, R.K.1    Datta, B.2
  • 8
    • 34247183696 scopus 로고    scopus 로고
    • Artificial neural networks approximation of density dependent seawater intrusion process in coastal aquifers
    • 10.1061/(ASCE)1084-0699(2007)12:3(273)
    • Bhattacharjya, R. K., Datta, B., and Satish, M. (2007). "Artificial neural networks approximation of density dependent seawater intrusion process in coastal aquifers." J. Hydrol. Eng., 10.1061/(ASCE)1084-0699(2007)12:3(273), 273-282.
    • (2007) J. Hydrol. Eng. , pp. 273-282
    • Bhattacharjya, R.K.1    Datta, B.2    Satish, M.3
  • 9
    • 0033859785 scopus 로고    scopus 로고
    • Pumping optimization in seawater-intruded coastal aquifers
    • Cheng, A., Halhal, D., Naji, A., and Ouazar, D. (2000). "Pumping optimization in seawater-intruded coastal aquifers." Water Resour. Res., 36(8), 2155-2166
    • (2000) Water Resour. Res. , vol.36 , Issue.8 , pp. 2155-2166
    • Cheng, A.1    Halhal, D.2    Naji, A.3    Ouazar, D.4
  • 10
    • 0034006244 scopus 로고    scopus 로고
    • Optimization based solution of density dependent seawater intrusion in coastal aquifers
    • 10.1061/(ASCE)1084-0699(2000)5:1(82)
    • Das, A, and Datta, B. (2000). "Optimization based solution of density dependent seawater intrusion in coastal aquifers." J. Hydrol. Eng., 10.1061/(ASCE)1084-0699(2000)5:1(82), 82-89.
    • (2000) J. Hydrol. Eng. , pp. 82-89
    • Das, A.1    Datta, B.2
  • 11
    • 70549102051 scopus 로고    scopus 로고
    • Seawater intrusion management of coastal aquifers. I: Linked simulation-optimization
    • 10.1061/(ASCE)HE.1943-5584.0000097
    • Dhar, A., and Datta, B. (2009a). "Seawater intrusion management of coastal aquifers. I: Linked simulation-optimization." J. Hydrol. Eng., 10.1061/(ASCE)HE.1943-5584.0000097, 1263-1272.
    • (2009) J. Hydrol. Eng. , pp. 1263-1272
    • Dhar, A.1    Datta, B.2
  • 12
    • 70549093952 scopus 로고    scopus 로고
    • Seawater intrusion management of coastal aquifers. II: Operation uncertainty and monitoring
    • 10.1061/(ASCE)HE.1943-5584.0000155
    • Dhar, A., and Datta, B. (2009b). "Seawater intrusion management of coastal aquifers. II: Operation uncertainty and monitoring." J. Hydrol. Eng., 10.1061/(ASCE)HE.1943-5584.0000155, 1273-1282.
    • (2009) J. Hydrol. Eng , pp. 1273-1282
    • Dhar, A.1    Datta, B.2
  • 13
    • 84866387777 scopus 로고    scopus 로고
    • EST: Model independent parameter estimation
    • 5th Ed., Watermark Numerical Computing, Brisbane, Australia
    • Doherty, J. (2005). PEST: Model independent parameter estimation, 5th Ed., Watermark Numerical Computing, Brisbane, Australia.
    • (2005)
    • Doherty, J.1
  • 14
    • 84892849451 scopus 로고    scopus 로고
    • Drees and Sommer.
    • Iran Kish Free-Zone Organization, Kish Island, Iran
    • Drees and Sommer. (2004). Kish Island integrated management plan-Kish Island, Iran Kish Free-Zone Organization, Kish Island, Iran.
    • (2004) krish Island integrated management plan-Kish Island
  • 15
    • 0032079941 scopus 로고    scopus 로고
    • Management model for conjunctive use of coastal surface water and ground water
    • 10.1061/(ASCE)0733-9496(1998)124:3(129)
    • Emch, P. G., and Yeh,W.W. G. (1998). "Management model for conjunctive use of coastal surface water and ground water." J Water Resour. Plann. Manage., 10.1061/(ASCE)0733-9496(1998)124:3(129), 129-139.
    • (1998) J Water Resour. Plann. Manage. , pp. 129-139
    • Emch, P.G.1    Yeh, W.W.G.2
  • 16
    • 0003469548 scopus 로고
    • A practical guide, United Nations Educational, Scientific, and Cultural Organization, Paris
    • Falkland, A. (1991). Hydrology and water resources of small islands: A practical guide, United Nations Educational, Scientific, and Cultural Organization, Paris.
    • (1991) Hydrology and water resources of small islands
    • Falkland, A.1
  • 17
    • 0026794827 scopus 로고
    • Quasi-three-dimensional optimization of Jakarta Basin
    • 10.1061/(ASCE)0733-9496(1992)118:1(18)
    • Finney, B., Samsuhadi, A., and Willis, R. (1992). "Quasi-three-dimensional optimization of Jakarta Basin." J. Water Resour. Plann. Manage., 10.1061/(ASCE)0733-9496(1992)118:1(18), 18-31.
    • (1992) J. Water Resour. Plann. Manage. , pp. 18-31
    • Finney, B.1    Samsuhadi, A.2    Willis, R.3
  • 18
    • 0033627322 scopus 로고    scopus 로고
    • The application of artificial neural networks for the prediction of water quality of polluted aquifer
    • Gümrah, F., öz, B., Güler, B., and Evin, S. (2000). "The application of artificial neural networks for the prediction of water quality of polluted aquifer." J. Water Air Soil Pollut., 119(1-4), 275-294.
    • (2000) J. Water Air Soil Pollut. , vol.119 , Issue.1-4 , pp. 275-294
    • Gümrah, F.1    Öz, B.2    Güler, B.3    Evin, S.4
  • 19
    • 33847207474 scopus 로고    scopus 로고
    • Fuzzy multiobjective decision-making approach for roundwater resources management
    • 10.1061/(ASCE)1084-0699(2007)12:2(206)
    • Kentel, E., and Aral, M. M. (2007). "Fuzzy multiobjective decision-making approach for roundwater resources management." J. Hydrol. Eng., 10.1061/(ASCE)1084-0699(2007)12:2(206), 206-217.
    • (2007) J. Hydrol. Eng. , pp. 206-217
    • Kentel, E.1    Aral, M.M.2
  • 21
    • 84892887913 scopus 로고    scopus 로고
    • Annual report. Kish Island
    • Kish Island, Iran
    • Kish Free-Zone Organization (KFZO). (2006). "Annual report. Kish Island." Kish Island, Iran.
    • (2006) Kish Free-Zone Organization (KFZO)
  • 22
    • 33645882208 scopus 로고    scopus 로고
    • Comparing state-of-the-art evolutionary multi-objective algorithms for long-term groundwater monitoring design
    • Kollat, J. B., and Reed, P. M. (2006). "Comparing state-of-the-art evolutionary multi-objective algorithms for long-term groundwater monitoring design." Adv. Water Resour., 29(6), 792-807.
    • (2006) Adv. Water Resour. , vol.29 , Issue.6 , pp. 792-807
    • Kollat, J.B.1    Reed, P.M.2
  • 23
    • 62349136438 scopus 로고    scopus 로고
    • Pumping optimization of coastal aquifers based on evolutionary algorithms and surrogate modular neural network models
    • Kourakos, G., and Mantoglou, A. (2009). "Pumping optimization of coastal aquifers based on evolutionary algorithms and surrogate modular neural network models." Adv. Water Resour., 32(4), 507-521.
    • (2009) Adv. Water Resour. , vol.32 , Issue.4 , pp. 507-521
    • Kourakos, G.1    Mantoglou, A.2
  • 24
    • 79952104091 scopus 로고    scopus 로고
    • Simulation and multi-objective management of coastal aquifers in semi-arid regions
    • Kourakos, G., and Mantoglou, A. (2011). "Simulation and multi-objective management of coastal aquifers in semi-arid regions." Water Resour. Manage., 25(4), 1063-1074.
    • (2011) Water Resour. Manage. , vol.25 , Issue.4 , pp. 1063-1074
    • Kourakos, G.1    Mantoglou, A.2
  • 25
    • 19744366167 scopus 로고    scopus 로고
    • On the use of neural networks to evaluate groundwater levels in fractured media
    • Lallahem, S., Mania, J., Hani, A., and Najjar, Y. (2005). "On the use of neural networks to evaluate groundwater levels in fractured media." J. Hydrol., 307(1), 92-111.
    • (2005) J. Hydrol. , vol.307 , Issue.1 , pp. 92-111
    • Lallahem, S.1    Mania, J.2    Hani, A.3    Najjar, Y.4
  • 26
    • 0022923394 scopus 로고
    • A review of aridity and groundwater
    • Lloyd, J. W. (1986). "A review of aridity and groundwater." Hydrol. Process., 1(1), 63-78.
    • (1986) Hydrol. Process. , vol.1 , Issue.1 , pp. 63-78
    • Lloyd, J.W.1
  • 27
    • 0033957764 scopus 로고    scopus 로고
    • Neural networks for the prediction and forecasting of water resources variables: A review of modeling issues and applications
    • Maier, H. R., and Dandy, G. C. (2000). "Neural networks for the prediction and forecasting of water resources variables: A review of modeling issues and applications." Environ. Model. Softw., 15(1), 101-124.
    • (2000) Environ. Model. Softw. , vol.15 , Issue.1 , pp. 101-124
    • Maier, H.R.1    Dandy, G.C.2
  • 28
    • 84869805128 scopus 로고    scopus 로고
    • Critical review of applications of artificial neural networks in groundwater hydrology
    • Association for Computer Methods and Advances in Geomechanics, Balkema, Rotterdam, Netherlands
    • Manisha, P. J., Rastogi, A. K., and Mohan, B. K. (2008). "Critical review of applications of artificial neural networks in groundwater hydrology." Proc., Int. Conf. of Int. Association for Computer Methods and Advances in Geomechanics, Balkema, Rotterdam, Netherlands, 2463-2474.
    • (2008) Proc., Int. Conf. of Int. , pp. 2463-2474
    • Manisha, P.J.1    Rastogi, A.K.2    Mohan, B.K.3
  • 29
    • 1242299707 scopus 로고    scopus 로고
    • Pumping management of coastal aquifers with analytical models of seawater intrusion
    • Mantoglou, A. (2003). "Pumping management of coastal aquifers with analytical models of seawater intrusion." Water Resour. Res., 39(12), WR001891.
    • (2003) Water Resour. Res. , vol.39 , Issue.12
    • Mantoglou, A.1
  • 30
    • 3242745350 scopus 로고    scopus 로고
    • Management of coastal aquifers based on nonlinear optimization and evolutionary algorithms
    • Mantoglou, A., Papantoniou, M., and Giannoulopoulos, P. (2004). "Management of coastal aquifers based on nonlinear optimization and evolutionary algorithms." J. Hydrol., 297(1), 209-228.
    • (2004) J. Hydrol. , vol.297 , Issue.1 , pp. 209-228
    • Mantoglou, A.1    Papantoniou, M.2    Giannoulopoulos, P.3
  • 31
    • 1842486159 scopus 로고    scopus 로고
    • The problem of salt recycling and seawater intrusion in coastal irrigated plains: An example from the Kiti aquifer (southern Cyprus)
    • Milnes, E., and Renard, P. (2004). "The problem of salt recycling and seawater intrusion in coastal irrigated plains: An example from the Kiti aquifer (southern Cyprus)." J. Hydrol., 288(3), 327-343.
    • (2004) J. Hydrol. , vol.288 , Issue.3 , pp. 327-343
    • Milnes, E.1    Renard, P.2
  • 32
    • 77955682503 scopus 로고    scopus 로고
    • State of the art for genetic algorithms and beyond in water resources planning and management
    • 10.1061/(ASCE)WR.1943-5452.0000053
    • Nicklow, J., et al. (2010). "State of the art for genetic algorithms and beyond in water resources planning and management." J. Water Resour. Plann. Manage., 10.1061/(ASCE)WR.1943-5452.0000053, 412-432.
    • (2010) J. Water Resour. Plann. Manage. , pp. 412-432
    • Nicklow, J.1
  • 33
    • 1842433822 scopus 로고    scopus 로고
    • Multi-objective optimization of pumping rates and well placement in coastal aquifers
    • Park, C. H., and Aral, M. M. (2004). "Multi-objective optimization of pumping rates and well placement in coastal aquifers." J. Hydrol., 290(1), 80-99.
    • (2004) J. Hydrol. , vol.290 , Issue.1 , pp. 80-99
    • Park, C.H.1    Aral, M.M.2
  • 34
    • 50049134634 scopus 로고    scopus 로고
    • Saltwater intrusion hydrodynamics in a tidal aquifer
    • 10.1061/(ASCE)1084-0699(2008)13:9(863)
    • Park, C. H., and Aral, M. M. (2008). "Saltwater intrusion hydrodynamics in a tidal aquifer." J. Hydrol. Eng., 10.1061/(ASCE)1084-0699(2008)13:9(863), 863-872.
    • (2008) J. Hydrol. Eng. , pp. 863-872
    • Park, C.H.1    Aral, M.M.2
  • 35
    • 84863141430 scopus 로고    scopus 로고
    • Threedimensional numerical simulation of saltwater extraction schemes to mitigate seawater intrusion due to groundwater pumping in a coastal aquifer system
    • 10.1061/(ASCE)HE.1943-5584 .0000412
    • Park, S. U., Kim, J. M., Yum, B. W., and Yeh, G. T. (2012). "Threedimensional numerical simulation of saltwater extraction schemes to mitigate seawater intrusion due to groundwater pumping in a coastal aquifer system." J. Hydrol. Eng., 10.1061/(ASCE)HE.1943-5584 .0000412, 10-22.
    • (2010) J. Hydrol. Eng. , pp. 10-22
    • Park, S.U.1    Kim, J.M.2    Yum, B.W.3    Yeh, G.T.4
  • 36
    • 84892867913 scopus 로고
    • Desert characteristics as related to waste disposal, in deserts as dumps?
    • Univ. of New Mexico Press, Albuquerque, NM
    • Potter, L. D. (1992). Desert characteristics as related to waste disposal, in deserts as dumps? The disposal of hazardous materials in arid ecosystems, Univ. of New Mexico Press, Albuquerque NM.
    • (1992) The disposal of hazardous materials in arid ecosystems
    • Potter, L.D.1
  • 39
    • 0345761725 scopus 로고    scopus 로고
    • Optimal groundwater management in deltaic regions using simulated annealing and neural networks
    • Rao, S. V. N., Thandaveswara, B. S., Bhallamudi, S. M., and Srinivasulu, V. (2003). "Optimal groundwater management in deltaic regions using simulated annealing and neural networks." Water Resour. Manage., 17(6), 409-428.
    • (2003) Water Resour. Manage. , vol.17 , Issue.6 , pp. 409-428
    • Rao, S.V.N.1    Thandaveswara, B.S.2    Bhallamudi, S.M.3    Srinivasulu, V.4
  • 41
    • 84908614016 scopus 로고    scopus 로고
    • State of the art of artificial neural networks in geotechnical engineering
    • Shahin, M. A., Jaksa, M. B., and Maier, H. R. (2008). "State of the art of artificial neural networks in geotechnical engineering." Electron. J. Geotech. Eng., 8(1), 1-26.
    • (2008) Electron. J. Geotech. Eng. , vol.8 , Issue.1 , pp. 1-26
    • Shahin, M.A.1    Jaksa, M.B.2    Maier, H.R.3
  • 42
    • 0021639803 scopus 로고
    • Optimal annual operation of a coastal aquifer
    • Shamir, U., Bear, J., and Gamiliel, A. (1984). "Optimal annual operation of a coastal aquifer." Water Resour. Res., 20(4), 435-444.
    • (1984) Water Resour. Res. , vol.20 , Issue.4 , pp. 435-444
    • Shamir, U.1    Bear, J.2    Gamiliel, A.3
  • 43
    • 77957874307 scopus 로고    scopus 로고
    • Multi-objective management of saltwater intrusion in coastal aquifers using genetic programming and modular neural network based surrogate models
    • Sreekanth, J., and Datta, B. (2010). "Multi-objective management of saltwater intrusion in coastal aquifers using genetic programming and modular neural network based surrogate models." J. Hydrol., 393(3), 245-256.
    • (2010) J. Hydrol. , vol.393 , Issue.3 , pp. 245-256
    • Sreekanth, J.1    Datta, B.2
  • 44
    • 80053455989 scopus 로고    scopus 로고
    • Comparative evaluation of genetic programming and neural network as potential surrogate models for coastal aquifer management
    • Sreekanth, J., and Datta, B. (2011). "Comparative evaluation of genetic programming and neural network as potential surrogate models for coastal aquifer management." Water Resour. Manage., 25(13), 3201-3218.
    • (2011) Water Resour. Manage. , vol.25 , Issue.13 , pp. 3201-3218
    • Sreekanth, J.1    Datta, B.2
  • 45
    • 0000629975 scopus 로고
    • Cross-validatory choice and assessment of statistical predictions
    • Stone, M. (1974). "Cross-validatory choice and assessment of statistical predictions." J. Roy. Stat. Soc. B., 36(2), 111-147.
    • (1974) J. Roy. Stat. Soc. B. , vol.36 , Issue.2 , pp. 111-147
    • Stone, M.1
  • 46
    • 0002048389 scopus 로고
    • An approach toward a rational classification of climate
    • Thornthwaite, C. (1948). "An approach toward a rational classification of climate." Geogr. Rev., 38(1), 55-94.
    • (1948) Geogr. Rev. , vol.38 , Issue.1 , pp. 55-94
    • Thornthwaite, C.1
  • 48
    • 79952695434 scopus 로고
    • United Nations Conference on Environment, and Development
    • Agenda 21: Chapter 17.3 ,(Oct. 30, 2013)
    • United Nations Conference on Environment, and Development. (1992). "Agenda 21: Chapter 17.3." http://www.un.org/esa/sustdev/documents/ agenda21/english/agenda21chapter17.htm (Oct. 30, 2013).
    • (1992)
  • 49
    • 33847403152 scopus 로고    scopus 로고
    • Sustainable development in small island developing states: Agricultural intensification, economic development, and freshwater resources management on the coral atoll of Tongatapu
    • Van der Velde, M., Green, S. R., Vanclooster, M., and Clothier, B. E. (2007). "Sustainable development in small island developing states: Agricultural intensification, economic development, and freshwater resources management on the coral atoll of Tongatapu." Ecol. Econ., 61(2), 456-468.
    • (2007) Ecol. Econ. , vol.61 , Issue.2 , pp. 456-468
    • Van der Velde, M.1    Green, S.R.2    Vanclooster, M.3    Clothier, B.E.4
  • 50
    • 2342582340 scopus 로고    scopus 로고
    • SUTRA: A model for
    • U.S. Geological Survey, Reston, VA
    • Voss, C. I., and Provost, A. M. (2010). "SUTRA: A model for saturatedunsaturated, variable-density groundwater flow with solute or energy transport." USGS Water-Resources Investigations Rep. 02-4231, U.S. Geological Survey, Reston, VA.
    • (2010) USGS Water-Resources Investigations Rep , pp. 02-4231
    • Voss, C.I.1    Provost, A.M.2
  • 51
    • 84872856614 scopus 로고    scopus 로고
    • Seawater intrusion processes, investigation and management: Recent advances and future challenges
    • Werner, A. D., et al. (2013). "Seawater intrusion processes, investigation and management: Recent advances and future challenges." Adv. Water Resour., 51(1), 3-26.
    • (2013) Adv. Water Resour. , vol.51 , Issue.1 , pp. 3-26
    • Werner, A.D.1
  • 53
    • 84892865185 scopus 로고    scopus 로고
    • South Tarawa, Kiribati-Issues, traditions and conflicts in groundwater use and management, United Nations Educational, Scientific, and Cultural Organization, Paris
    • White, I., et al. (1999). Groundwater recharge in low coral islands Bonriki, South Tarawa, Kiribati-Issues, traditions and conflicts in groundwater use and management, United Nations Educational, Scientific, and Cultural Organization, Paris.
    • (1999) Groundwater recharge in low coral islands Bonriki
    • White, I.1
  • 54
    • 77952882514 scopus 로고    scopus 로고
    • Management of freshwater lenses on small Pacific islands
    • White, I., and Falkland, T. (2010). "Management of freshwater lenses on small Pacific islands." Hydrogeol. J., 18(1), 227-246.
    • (2010) Hydrogeol. J. , vol.18 , Issue.1 , pp. 227-246
    • White, I.1    Falkland, T.2
  • 55
    • 78650179085 scopus 로고    scopus 로고
    • A comparative study of artificial neural networks and support vector machines for predicting groundwater levels in a coastal aquifer
    • Yoon, H., Jun, S. C., Hyun, Y., Bae, G. O., and Lee, K. K. (2011). "A comparative study of artificial neural networks and support vector machines for predicting groundwater levels in a coastal aquifer." J. Hydrol., 396, 128-138.
    • (2011) J. Hydrol. , vol.396 , pp. 128-138
    • Yoon, H.1    Jun, S.C.2    Hyun, Y.3    Bae, G.O.4    Lee, K.K.5


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