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Volumn 490, Issue , 2013, Pages 56-73

A niched Pareto tabu search for multi-objective optimal design of groundwater remediation systems

Author keywords

Contaminant transport; Groundwater remediation; Massachusetts Military Reservation (MMR); Multi objective evolutionary algorithm; Niched Pareto tabu search; Pareto optimal design

Indexed keywords

CONTAMINANT TRANSPORT; GROUND WATER REMEDIATION; MASSACHUSETTS MILITARY RESERVATIONS; MULTI OBJECTIVE EVOLUTIONARY ALGORITHMS; PARETO-OPTIMAL DESIGN;

EID: 84876825187     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2013.03.022     Document Type: Article
Times cited : (35)

References (59)
  • 1
    • 84876876566 scopus 로고    scopus 로고
    • AFCEE (Air Force Center for Environmental Excellence), CS-10 in-plume remedial system design ground water modeling report. Document No. AFC-J23-35S18405-M17-0002. Prepared by Jacobs Engineering Group for AFCEE, MMR Installation Restoration Program, Otis Air National Guard Base, Massachusetts.
    • AFCEE (Air Force Center for Environmental Excellence), 1999. CS-10 in-plume remedial system design ground water modeling report. Document No. AFC-J23-35S18405-M17-0002. Prepared by Jacobs Engineering Group for AFCEE, MMR Installation Restoration Program, Otis Air National Guard Base, Massachusetts.
    • (1999)
  • 2
    • 0023701268 scopus 로고    scopus 로고
    • Contaminated groundwater remediation design using simulation, optimization, and sensitivity theory 1. Model development
    • Ahlfeld D., Mulvey J., Pinder G., Wood E. Contaminated groundwater remediation design using simulation, optimization, and sensitivity theory 1. Model development. Water Resour. Res. 1998, 24(3):431-441. 10.1029/WR024i003p00431.
    • (1998) Water Resour. Res. , vol.24 , Issue.3 , pp. 431-441
    • Ahlfeld, D.1    Mulvey, J.2    Pinder, G.3    Wood, E.4
  • 3
    • 30644480549 scopus 로고    scopus 로고
    • Applying multiple objective tabu search to continuous optimization problems with a simple neighborhood strategy
    • Baykasoglu A. Applying multiple objective tabu search to continuous optimization problems with a simple neighborhood strategy. Int. J. Numer. Meth. Eng. 2006, 65:406-424.
    • (2006) Int. J. Numer. Meth. Eng. , vol.65 , pp. 406-424
    • Baykasoglu, A.1
  • 4
    • 0033239127 scopus 로고    scopus 로고
    • Solution of goal programming models using a basic taboo search algorithm
    • Baykasoglu A., Owen S., Gindy N.N. Solution of goal programming models using a basic taboo search algorithm. J. Oper. Res. Soc. 1999, 50:960-973.
    • (1999) J. Oper. Res. Soc. , vol.50 , pp. 960-973
    • Baykasoglu, A.1    Owen, S.2    Gindy, N.N.3
  • 5
    • 0033339759 scopus 로고    scopus 로고
    • A taboo search based approach to find the Pareto optimal set in multiple objective optimization
    • Baykasoglu A., Owen S., Gindy N.N. A taboo search based approach to find the Pareto optimal set in multiple objective optimization. Eng. Optimiz. 1999, 31(6):731-748.
    • (1999) Eng. Optimiz. , vol.31 , Issue.6 , pp. 731-748
    • Baykasoglu, A.1    Owen, S.2    Gindy, N.N.3
  • 6
    • 34447102221 scopus 로고    scopus 로고
    • Multi-objective automatic calibration of SWAT using NSGA-II
    • Bekele E.G., Nicklow J.W. Multi-objective automatic calibration of SWAT using NSGA-II. J. Hydrol. 2007, 341(3-4):165-176.
    • (2007) J. Hydrol. , vol.341 , Issue.3-4 , pp. 165-176
    • Bekele, E.G.1    Nicklow, J.W.2
  • 7
    • 17544398335 scopus 로고    scopus 로고
    • Physical and economic efficiency of water use in the river basin: implications for efficient water management
    • Cai X., Rosegrant M.W., Ringler C. Physical and economic efficiency of water use in the river basin: implications for efficient water management. Water Resour. Res. 2003, 39(1):1013. 10.1029/2001WR000748.
    • (2003) Water Resour. Res. , vol.39 , Issue.1 , pp. 1013
    • Cai, X.1    Rosegrant, M.W.2    Ringler, C.3
  • 8
    • 34548673275 scopus 로고    scopus 로고
    • Optimal planning of a dynamic pump-treat-inject groundwater remediation system
    • Chang L.C., Chu H.J., Hsiao C.T. Optimal planning of a dynamic pump-treat-inject groundwater remediation system. J. Hydrol. 2007, 342:295-304.
    • (2007) J. Hydrol. , vol.342 , pp. 295-304
    • Chang, L.C.1    Chu, H.J.2    Hsiao, C.T.3
  • 9
    • 0028975081 scopus 로고
    • Using genetic algorithms to solve a multi-objective groundwater monitoring problem
    • Cieniawski S.E., Eheart J.W., Ranjithan S. Using genetic algorithms to solve a multi-objective groundwater monitoring problem. Water Resour. Res. 1995, 31(2):399-409.
    • (1995) Water Resour. Res. , vol.31 , Issue.2 , pp. 399-409
    • Cieniawski, S.E.1    Eheart, J.W.2    Ranjithan, S.3
  • 11
    • 0026447443 scopus 로고
    • Dynamic optimal control for groundwater remediation with flexible management periods
    • Culver T.B., Shoemaker C.A. Dynamic optimal control for groundwater remediation with flexible management periods. Water Resour. Res. 1992, 28(3):629-641.
    • (1992) Water Resour. Res. , vol.28 , Issue.3 , pp. 629-641
    • Culver, T.B.1    Shoemaker, C.A.2
  • 12
    • 0036530772 scopus 로고    scopus 로고
    • A fast and elitist multiobjective genetic algorithm: NSGA-II
    • Deb K., Pratap A., Agarwal S., Meyarivan T. A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 2002, 6(2):182-197.
    • (2002) IEEE Trans. Evol. Comput. , vol.6 , Issue.2 , pp. 182-197
    • Deb, K.1    Pratap, A.2    Agarwal, S.3    Meyarivan, T.4
  • 13
    • 34548069243 scopus 로고    scopus 로고
    • Reference point based multi-objective optimization using evolutionary algorithms
    • Deb K., Sundar J., Rao N.U.B., Chaudhuri S. Reference point based multi-objective optimization using evolutionary algorithms. Int. J. Comput. Intell. Res. 2006, 2(3):273-286.
    • (2006) Int. J. Comput. Intell. Res. , vol.2 , Issue.3 , pp. 273-286
    • Deb, K.1    Sundar, J.2    Rao, N.U.B.3    Chaudhuri, S.4
  • 14
    • 0036145232 scopus 로고    scopus 로고
    • Multi-objective optimal design of groundwater remediation systems: application of the niched Pareto genetic algorithm (NPGA)
    • Erickson M., Mayer A., Horn J. Multi-objective optimal design of groundwater remediation systems: application of the niched Pareto genetic algorithm (NPGA). Adv. Water Resour. 2002, 25(1):51-65.
    • (2002) Adv. Water Resour. , vol.25 , Issue.1 , pp. 51-65
    • Erickson, M.1    Mayer, A.2    Horn, J.3
  • 15
    • 0002629429 scopus 로고
    • An overview of evolutionary algorithms in multi-objective optimization
    • Fonseca C.M., Fleming P.J. An overview of evolutionary algorithms in multi-objective optimization. Evol. Comput. 1995, 3(1):1-16.
    • (1995) Evol. Comput. , vol.3 , Issue.1 , pp. 1-16
    • Fonseca, C.M.1    Fleming, P.J.2
  • 16
    • 0022865373 scopus 로고
    • Future paths for integer programming and links to artificial intelligence
    • Glover F. Future paths for integer programming and links to artificial intelligence. Comput. Oper. Res. 1986, 13(5):533-549.
    • (1986) Comput. Oper. Res. , vol.13 , Issue.5 , pp. 533-549
    • Glover, F.1
  • 18
    • 0020642405 scopus 로고
    • A review of distributed parameter groundwater management modeling method
    • Gorelick S.M. A review of distributed parameter groundwater management modeling method. Water Resour. Res. 1983, 19(2):305-319.
    • (1983) Water Resour. Res. , vol.19 , Issue.2 , pp. 305-319
    • Gorelick, S.M.1
  • 19
    • 0021639791 scopus 로고
    • Aquifer reclamation design: the use of contaminant transport coupled 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 coupled with non-linear programming. Water Resour. Res. 1984, 20(4):415-427. 10.1029/WR020i004p00415.
    • (1984) Water Resour. Res. , 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
  • 21
    • 36448934775 scopus 로고    scopus 로고
    • MPICH2 User's Guide
    • Contract Report DE-AC02-06CH11357, Sci-DAC Program, Office of Science, U.S. Department of Energy. Mathematics and Computer Science Division Argonne National Laboratory.
    • Gropp, W., Lusk, E., Ashton, D., Balaji, P., Buntinas, D., Butler, R., Chan, A., Goodell, D., Krishna, J., Mercier, G., Ross, R., Thakur, R., Toonen, B., 2009a. MPICH2 User's Guide. Contract Report DE-AC02-06CH11357, Sci-DAC Program, Office of Science, U.S. Department of Energy. Mathematics and Computer Science Division Argonne National Laboratory. <>. http://www.mcs.anl.gov/research/projects/mpich2/.
    • (2009)
    • Gropp, W.1    Lusk, E.2    Ashton, D.3    Balaji, P.4    Buntinas, D.5    Butler, R.6    Chan, A.7    Goodell, D.8    Krishna, J.9    Mercier, G.10    Ross, R.11    Thakur, R.12    Toonen, B.13
  • 22
    • 36448934775 scopus 로고    scopus 로고
    • MPICH2 Installer's Guide
    • Contract Report DE-AC02-06CH11357, Sci-DAC Program, Office of Science, U.S. Department of Energy. Mathematics and Computer Science Division Argonne National Laboratory.
    • Gropp, W., Lusk, E., Ashton, D., Balaji, P., Buntinas, D., Butler, R., Chan, A., Goodell, D., Krishna, J., Mercier, G., Ross, R., Thakur, R., Toonen, B., 2009b. MPICH2 Installer's Guide. Contract Report DE-AC02-06CH11357, Sci-DAC Program, Office of Science, U.S. Department of Energy. Mathematics and Computer Science Division Argonne National Laboratory. <>. http://www.mcs.anl.gov/research/projects/mpich2/.
    • (2009)
    • Gropp, W.1    Lusk, E.2    Ashton, D.3    Balaji, P.4    Buntinas, D.5    Butler, R.6    Chan, A.7    Goodell, D.8    Krishna, J.9    Mercier, G.10    Ross, R.11    Thakur, R.12    Toonen, B.13
  • 23
    • 0033575753 scopus 로고    scopus 로고
    • Optimal remediation with well locations and pumping rates selected as continuous decision variables
    • Guan J., Aral M.M. Optimal remediation with well locations and pumping rates selected as continuous decision variables. J. Hydrol. 1999, 221:20-42.
    • (1999) J. Hydrol. , vol.221 , pp. 20-42
    • Guan, J.1    Aral, M.M.2
  • 24
    • 4244092726 scopus 로고
    • The steepest ascent mildest descent heuristic for combinatorial programming
    • Paper Presented at Congress on Numerical Methods in Combinatorial Optimization, Capri, Italy.
    • Hansen, P., 1986. The steepest ascent mildest descent heuristic for combinatorial programming. In: Paper Presented at Congress on Numerical Methods in Combinatorial Optimization, Capri, Italy.
    • (1986)
    • Hansen, P.1
  • 25
    • 0034818087 scopus 로고    scopus 로고
    • Variable neighborhood search: Principles and applications
    • Hansen P., Mladenovic N. Variable neighborhood search: Principles and applications. Eur. J. Oper. Res. 2001, 130(1):449-467.
    • (2001) Eur. J. Oper. Res. , vol.130 , Issue.1 , pp. 449-467
    • Hansen, P.1    Mladenovic, N.2
  • 26
    • 0002586211 scopus 로고    scopus 로고
    • User's Documentation for MODFLOW-96, An Update to the US Geological Survey Modular Finite-difference Ground-water Flow Model
    • Open-File Rep.
    • Harbaugh, A.W., McDonald, M.G., 1996. User's Documentation for MODFLOW-96, An Update to the US Geological Survey Modular Finite-difference Ground-water Flow Model. US Geol. Surv., Open-File Rep. 96-485.
    • (1996) US Geol. Surv. , pp. 96-485
    • Harbaugh, A.W.1    McDonald, M.G.2
  • 27
    • 84876860616 scopus 로고    scopus 로고
    • MODFLOW-2000, the U.S. Geological Survey Modular Ground-water Model-User Guide to Modularization Concepts and the Ground-Water Flow Process. US Geol. Surv., Open-File Rep. 00-92.
    • Harbaugh, A.W., Banta, E.R., Hill, M.C., McDonald, M.G., 2000. MODFLOW-2000, the U.S. Geological Survey Modular Ground-water Model-User Guide to Modularization Concepts and the Ground-Water Flow Process. US Geol. Surv., Open-File Rep. 00-92.
    • (2000)
    • Harbaugh, A.W.1    Banta, E.R.2    Hill, M.C.3    McDonald, M.G.4
  • 28
    • 0028585530 scopus 로고
    • A niched Pareto genetic algorithm for multi-objective optimization
    • Proceedings of the First IEEE Conference on Evolutionary Computation, IEEE World Congress on Computational Intelligence (ICEC'94), IEEE Press, Piscataway, NJ
    • Horn, J., Nafpliotis, N., Goldberg, D.E., 1994. A niched Pareto genetic algorithm for multi-objective optimization. In: Proceedings of the First IEEE Conference on Evolutionary Computation, IEEE World Congress on Computational Intelligence (ICEC'94), Inst. Electr. and Electron. Eng., IEEE Press, Piscataway, NJ, pp. 82-87.
    • (1994) Inst. Electr. and Electron. Eng. , pp. 82-87
    • Horn, J.1    Nafpliotis, N.2    Goldberg, D.E.3
  • 29
    • 33745631484 scopus 로고    scopus 로고
    • Simulation/optimization modeling for robust pumping strategy design
    • Kalwij I.M., Peralta R.C. Simulation/optimization modeling for robust pumping strategy design. Ground Water 2006, 44(4):574-582.
    • (2006) Ground Water , vol.44 , Issue.4 , pp. 574-582
    • Kalwij, I.M.1    Peralta, R.C.2
  • 30
    • 48849096728 scopus 로고    scopus 로고
    • Non-adaptive and adaptive hybrid approaches for enhancing water quality management
    • Kalwij I.M., Peralta R.C. Non-adaptive and adaptive hybrid approaches for enhancing water quality management. J. Hydrol. 2008, 358:182-192.
    • (2008) J. Hydrol. , vol.358 , pp. 182-192
    • Kalwij, I.M.1    Peralta, R.C.2
  • 31
    • 2142654675 scopus 로고    scopus 로고
    • A technical review of groundwater remedial actions at the Massachusetts Military Reservation
    • Report to the Air Force Center for Environmental Excellence, MMR Installation Restoration Program, Otis Air National Guard Base, Massachusetts.
    • Kavanaugh, M.C., Mercer, J., Leeson, A., 1999. A technical review of groundwater remedial actions at the Massachusetts Military Reservation. Report to the Air Force Center for Environmental Excellence, MMR Installation Restoration Program, Otis Air National Guard Base, Massachusetts. <>. http://www.mmr.org/irp/reports/tprt.
    • (1999)
    • Kavanaugh, M.C.1    Mercer, J.2    Leeson, A.3
  • 32
    • 33645882208 scopus 로고    scopus 로고
    • Comparing state-of-the-art evolutionary multi-objective algorithms for long-term groundwater monitoring design
    • Kollat J.B., Reed P.M. Comparing state-of-the-art evolutionary multi-objective algorithms for long-term groundwater monitoring design. Adv. Water Resour. 2005, 29:792-807.
    • (2005) Adv. Water Resour. , vol.29 , pp. 792-807
    • Kollat, J.B.1    Reed, P.M.2
  • 33
    • 0026805149 scopus 로고
    • Design of optimal pump-and-treat strategies for contaminated groundwater remediation using the simulated annealing algorithm
    • Kou C.H., Michel A.N., Gray W.G. Design of optimal pump-and-treat strategies for contaminated groundwater remediation using the simulated annealing algorithm. Adv. Water Resour. 1992, 15(1):95-105.
    • (1992) Adv. Water Resour. , vol.15 , Issue.1 , pp. 95-105
    • Kou, C.H.1    Michel, A.N.2    Gray, W.G.3
  • 34
    • 59649125817 scopus 로고    scopus 로고
    • Remediation of heterogeneous aquifers based on multi-objective optimization and adaptive determination of critical realizations
    • Kourakos G., Mantoglou A. Remediation of heterogeneous aquifers based on multi-objective optimization and adaptive determination of critical realizations. Water Resour. Res. 2008, 44:W12408. 10.1029/2008WR007108.
    • (2008) Water Resour. Res. , vol.44
    • Kourakos, G.1    Mantoglou, A.2
  • 36
    • 0027380906 scopus 로고
    • Optimal groundwater management: 2. Application of simulated annealing to a field-scale contamination site
    • Marryott R.A., Dougherty D.E., Stollar R.L. Optimal groundwater management: 2. Application of simulated annealing to a field-scale contamination site. Water Resour. Res. 1993, 29(4):847-860.
    • (1993) Water Resour. Res. , vol.29 , Issue.4 , pp. 847-860
    • Marryott, R.A.1    Dougherty, D.E.2    Stollar, R.L.3
  • 37
    • 0036704663 scopus 로고    scopus 로고
    • Optimal design for problems involving flow and transport phenomena in saturated subsurface systems
    • Mayer A.S., Kelley C.T., Miller C.T. Optimal design for problems involving flow and transport phenomena in saturated subsurface systems. Adv. Water Resour. 2002, 25:1233-1256.
    • (2002) Adv. Water Resour. , vol.25 , pp. 1233-1256
    • Mayer, A.S.1    Kelley, C.T.2    Miller, C.T.3
  • 38
    • 0028667840 scopus 로고
    • Genetic algorithm solutions of groundwater management models
    • Mckinney D.C., Lin M.D. Genetic algorithm solutions of groundwater management models. Water Resour. Res. 1994, 30(6):1897-1906.
    • (1994) Water Resour. Res. , vol.30 , Issue.6 , pp. 1897-1906
    • Mckinney, D.C.1    Lin, M.D.2
  • 39
    • 0030089382 scopus 로고    scopus 로고
    • Pump-and-treat ground-water remediation system optimization
    • Mckinney D.C., Lin M.D. Pump-and-treat ground-water remediation system optimization. J. Water Resour. Plan. Manage. ASCE 1996, 122(2):128-136.
    • (1996) J. Water Resour. Plan. Manage. ASCE , vol.122 , Issue.2 , pp. 128-136
    • Mckinney, D.C.1    Lin, M.D.2
  • 40
    • 0032080270 scopus 로고    scopus 로고
    • Dynamic optimal control of in situ bioremediation of ground water
    • Minsker B.S., Shoemaker C.A. Dynamic optimal control of in situ bioremediation of ground water. J. Water Resour. Plan. Manage. ASCE 1998, 124(3):149-161.
    • (1998) J. Water Resour. Plan. Manage. ASCE , vol.124 , Issue.3 , pp. 149-161
    • Minsker, B.S.1    Shoemaker, C.A.2
  • 41
    • 0033208126 scopus 로고    scopus 로고
    • On improving multi-objective genetic algorithms for design optimization
    • Narayanan S., Azarm S. On improving multi-objective genetic algorithms for design optimization. Struct. Optim. 1999, 18:146-155.
    • (1999) Struct. Optim. , vol.18 , pp. 146-155
    • Narayanan, S.1    Azarm, S.2
  • 43
    • 50149098389 scopus 로고    scopus 로고
    • Practical remedial design optimization for large complex plumes
    • Peralta R.C., Kalwij I.M., Wu S.J. Practical remedial design optimization for large complex plumes. J. Water Resour. Plan. Manage. ASCE 2008, 134(5):422-431.
    • (2008) J. Water Resour. Plan. Manage. ASCE , vol.134 , Issue.5 , pp. 422-431
    • Peralta, R.C.1    Kalwij, I.M.2    Wu, S.J.3
  • 44
    • 0028175624 scopus 로고
    • Using genetic algorithms to solve a multiple objective groundwater pollution containment problem
    • Ritzel B.J., Eheart J.W., Ranjithan S. Using genetic algorithms to solve a multiple objective groundwater pollution containment problem. Water Resour. Res. 1994, 30(5):1589-1604.
    • (1994) Water Resour. Res. , vol.30 , Issue.5 , pp. 1589-1604
    • Ritzel, B.J.1    Eheart, J.W.2    Ranjithan, S.3
  • 45
    • 0000599395 scopus 로고
    • Multiple objective optimization with vector evaluated genetic algorithms
    • Grefenstette, J.J. (Ed.), Proceedings of the First International Conference on Genetic Algorithms and Their Applications. Pittsburg, PA
    • Schaffer, J.D., 1985. Multiple objective optimization with vector evaluated genetic algorithms. In: Grefenstette, J.J. (Ed.), Proceedings of the First International Conference on Genetic Algorithms and Their Applications. Pittsburg, PA, pp. 93-100.
    • (1985) , pp. 93-100
    • Schaffer, J.D.1
  • 46
    • 41149173027 scopus 로고    scopus 로고
    • Uncertainty-based multi-objective optimization of groundwater remediation design
    • Singh A., Minsker B. Uncertainty-based multi-objective optimization of groundwater remediation design. Water Resour, Res. 2008, 44:W02404. 10.1029/2005WR004436.
    • (2008) Water Resour, Res. , vol.44
    • Singh, A.1    Minsker, B.2
  • 47
    • 0000852513 scopus 로고
    • Muiltiobjective optimization using nondominated sorting in genetic algorithms
    • Srinivas N., Deb K. Muiltiobjective optimization using nondominated sorting in genetic algorithms. Evol. Comput. 1995, 2(3):221-248.
    • (1995) Evol. Comput. , vol.2 , Issue.3 , pp. 221-248
    • Srinivas, N.1    Deb, K.2
  • 48
    • 39149085649 scopus 로고    scopus 로고
    • An integrated optimization algorithm for parameter structure identification in groundwater modeling
    • Tan C.C., Tung C.P., Chen C.H. An integrated optimization algorithm for parameter structure identification in groundwater modeling. Adv. Water Resour. 2008, 31(3):545-560.
    • (2008) Adv. Water Resour. , vol.31 , Issue.3 , pp. 545-560
    • Tan, C.C.1    Tung, C.P.2    Chen, C.H.3
  • 49
    • 42049091887 scopus 로고    scopus 로고
    • Applying zonation methods and tabu search to improve the ground-water modeling
    • Tan C.C., Tung C.P., Tsai T.-C. Applying zonation methods and tabu search to improve the ground-water modeling. J. Am. Water Resour. Assoc. (JAWRA) 2008, 44(1):107-120.
    • (2008) J. Am. Water Resour. Assoc. (JAWRA) , vol.44 , Issue.1 , pp. 107-120
    • Tan, C.C.1    Tung, C.P.2    Tsai, T.-C.3
  • 50
    • 33846352020 scopus 로고    scopus 로고
    • Parallelization strategies for rapid and robust evolutionary multiobjective optimization in water resources applications
    • Tang Y., Reed P.M., Kollat J.B. Parallelization strategies for rapid and robust evolutionary multiobjective optimization in water resources applications. Adv. Water Resour. 2007, 30(3):335-353.
    • (2007) Adv. Water Resour. , vol.30 , Issue.3 , pp. 335-353
    • Tang, Y.1    Reed, P.M.2    Kollat, J.B.3
  • 51
    • 0027789840 scopus 로고
    • Analysis of uncertainty in optimal groundwater contaminant capture design
    • Tiedeman C., Gorelick S.M. Analysis of uncertainty in optimal groundwater contaminant capture design. Water Resour. Res. 1993, 29(7):2139-2154.
    • (1993) Water Resour. Res. , vol.29 , Issue.7 , pp. 2139-2154
    • Tiedeman, C.1    Gorelick, S.M.2
  • 52
    • 0001158397 scopus 로고
    • Recent advances in simulation-optimization groundwater management modeling
    • Wagner B.J. Recent advances in simulation-optimization groundwater management modeling. Rev. Geophys. 1995, 33:1021-1028.
    • (1995) Rev. Geophys. , vol.33 , pp. 1021-1028
    • Wagner, B.J.1
  • 53
    • 0024800594 scopus 로고
    • Reliable aquifer remediation in the presence of spatially variable hydraulic conductivity: from data to design
    • Wagner B.J., Gorelick S.M. Reliable aquifer remediation in the presence of spatially variable hydraulic conductivity: from data to design. Water Resour. Res. 1989, 25(10):2211-2225.
    • (1989) Water Resour. Res. , vol.25 , Issue.10 , pp. 2211-2225
    • Wagner, B.J.1    Gorelick, S.M.2
  • 54
    • 13844275170 scopus 로고    scopus 로고
    • Cost effective sampling network design for contaminant plume monitoring under general hydrogeological conditions
    • Wu J.F., Zheng C., Chien C.C. Cost effective sampling network design for contaminant plume monitoring under general hydrogeological conditions. J. Contam. Hydrol. 2005, 77:41-65.
    • (2005) J. Contam. Hydrol. , vol.77 , pp. 41-65
    • Wu, J.F.1    Zheng, C.2    Chien, C.C.3
  • 55
    • 0032579570 scopus 로고    scopus 로고
    • Multi-objective global optimization for hydrologic modles
    • Yapo P.O., Gupta H.V., Sorooshian S. Multi-objective global optimization for hydrologic modles. J. Hydrol. 1998, 204:83-97.
    • (1998) J. Hydrol. , vol.204 , pp. 83-97
    • Yapo, P.O.1    Gupta, H.V.2    Sorooshian, S.3
  • 56
    • 0032897859 scopus 로고    scopus 로고
    • An integrated global and local optimization approach for remediation system design
    • Zheng C., Wang P.P. An integrated global and local optimization approach for remediation system design. Water Resour. Res. 1999, 35(1):137-148.
    • (1999) Water Resour. Res. , vol.35 , Issue.1 , pp. 137-148
    • Zheng, C.1    Wang, P.P.2
  • 57
    • 0003601415 scopus 로고    scopus 로고
    • MT3DMS: A Modular Three-dimensional Multispecies Transport Model for Simulation of Advection, Dispersion, and Chemical Reactions of Contaminants in Groundwater Systems: Documentation and User's Guide
    • US Army Corps of Engineers Contract Report SERDP-99-1, Vicksburg, Mississippi, USA
    • Zheng, C., Wang, P.P., 1999b. MT3DMS: A Modular Three-dimensional Multispecies Transport Model for Simulation of Advection, Dispersion, and Chemical Reactions of Contaminants in Groundwater Systems: Documentation and User's Guide. US Army Corps of Engineers Contract Report SERDP-99-1, Vicksburg, Mississippi, USA, p. 202.
    • (1999) , pp. 202
    • Zheng, C.1    Wang, P.P.2
  • 58
    • 0036257832 scopus 로고    scopus 로고
    • A field demonstration of the simulation optimization approach for remediation system design
    • Zheng C., Wang P.P. A field demonstration of the simulation optimization approach for remediation system design. Ground Water 2002, 40(3):258-265.
    • (2002) Ground Water , vol.40 , Issue.3 , pp. 258-265
    • Zheng, C.1    Wang, P.P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.