ANN-GA-based model for multiple objective management of coastal aquifers

Journal of Water Resources Planning and Management

Volumn 135, Issue 5, 2009, Pages 314-322

  Bhattacharjya, Rajib Kumar ^a,b   Datta, Bithin ^c  

^a INDIAN INSTITUTE OF TECHNOLOGY GUWAHATI   (India)

^b NATIONAL INSTITUTE OF TECHNOLOGY SILCHAR   (India)

^c INDIAN INSTITUTE OF TECHNOLOGY KANPUR   (India)

Author keywords

Aquifers; Groundwater management; Multiple objective analysis; Neural networks; Optimization; Salt water intrusion

Indexed keywords

ARTIFICIAL NEURAL NETWORKS; COASTAL AQUIFERS; DENSITY DEPENDENT FLOW; GROUNDWATER MANAGEMENT; LINKED MODEL; MANAGEMENT MODEL; MANAGEMENT PROBLEMS; MANAGEMENT STRATEGIES; MULTIPLE OBJECTIVE ANALYSIS; MULTIPLE OBJECTIVES; NON-LINEAR OPTIMIZATION; NUMBER OF ITERATIONS; NUMERICAL SIMULATION MODELS; OPTIMAL MANAGEMENT STRATEGY; OPTIMIZATION APPROACH; OPTIMIZATION MODELS; SIMULATION MODEL; SIMULATION OPTIMIZATION; SIMULATION PROCESS; STUDY AREAS;

AQUIFERS; BACKPROPAGATION; COMPUTATIONAL EFFICIENCY; COMPUTER SIMULATION LANGUAGES; GENETIC ALGORITHMS; GROUNDWATER RESOURCES; HYDROGEOLOGY; MANAGEMENT; MATHEMATICAL MODELS; NEURAL NETWORKS; OPTIMIZATION; SALT WATER INTRUSION; SECURITY OF DATA; WATER ANALYSIS; WATER MANAGEMENT;

SIMULATORS;

ARTIFICIAL NEURAL NETWORK; COASTAL AQUIFER; COMPUTER SIMULATION; GENETIC ALGORITHM; GROUNDWATER; NUMERICAL MODEL; OPTIMIZATION; SALINE INTRUSION; WATER MANAGEMENT;

EID: 69249134714     PISSN: 07339496     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)0733-9496(2009)135:5(314)     Document Type: Article

References (30)

1. Aguilera, P. A., Garrido Frenich, A., Torres, J. A., Castro, H., Martinez Vidal, J. L., and Canton, M. (2001). "Application of the Kohonen neural network in coastal water quality management: Methodological development for the assessment and prediction of water quality." Water Res. WATRAG0043-1354, 35, 4053-4062. 10.1016/ S0043-1354(01)00151-8
2. Alley, W. M. (1986). "Regression approximation for transport model constraint sets in combined aquifer simulation-optimization studies." Water Resour. Res. WRERAQ0043-1397, 22(4), 581-586. 10.1029/WR022i004p00581
3. Aly, A. H., and Peralta, R. C. (1999a). "Comparison of a genetic algorithm and mathematical programming to the groundwater cleanup systems." Water Resour. Res. WRERAQ0043-1397, 35(8), 2415-2425. 10.1029/1998WR900128
4. Aly, A. H., and Peralta, R. C. (1999b). "Optimal design of aquifer cleanup systems under uncertainty using a neural network and genetic algorithms." Water Resour. Res. WRERAQ0043-1397, 35(8), 2523-2532. 10.1029/98WR02368
5. Bhattacharjya, R. K. (2004). "Management of saltwater intrusion in coastal aquifer using integrated ANN-GA approach." Ph.D. thesis, Civ. Engrg. Dept., IIT, Kanpur, India.
6. Bhattacharjya, R. K., and Datta, B. (2005). "Optimal management of coastal aquifer using linked simulation optimization approach." Water Resources Management, 19(3), 295-320. 10.1007/s11269-005-3180-9
7. Bhattacharjya, R. K., Datta, B., and Satish, M. G. (2007). "Artificial neural networks approximation of density dependent saltwater intrusion process in coastal aquifers." J. Hydrol. Eng. JHYEFF1084-0699, 12(3), 273-282. 10.1061/(ASCE)1084-0699(2007)12:3(273)
8. Burian, S. J., Durrans, S. R., Nix, S. J., and Pitt, R. E. (2001). "Training of artificial neural networks to perform rainfall disaggregation." J. Hydrol. Eng. JHYEFF1084-0699, 6(1), 43-51. 10.1061/(ASCE)1084-0699(2001)6:1(43)
9. Cheng, J. M., and Chen, C. X. (2001). "Three-dimensional modeling of density-dependent saltwater intrusion in multilayered coastal aquifers in Jahe River Basin, Shandong Province, China." Ground Water GRWAAP0017-467X, 39(1), 137-143. 10.1111/j.1745-6584.2001.tb00359.x
10. Cieniawski, S. E., Eheart, J. W., and Ranjithan, S. (1995). "Using genetic algorithms to solve a multiobjective groundwater monitoring problem." Water Resour. Res. WRERAQ0043-1397, 31(2), 399-409. 10.1029/94WR02039
11. Das, A., and Datta, B. (1999a). "Development of management models for sustainable use of coastal aquifers." J. Irrig. Drain. Eng. JIDEDH0733-9437, 125(3), 112-121. 10.1061/(ASCE)0733-9437(1999)125:3(112)
12. Das, A., and Datta, B. (1999b). "Development of multiobjective management models for coastal aquifers." J. Water Resour. Plann. Manage. JWRMD50733-9496, 125(2), 76-87. 10.1061/ (ASCE)0733-9496(1999)125:2(76)
13. Das, A., and Datta, B. (2000). "Optimization based solution of density dependent seawater intrusion in coastal aquifers." J. Hydrol. Eng. JHYEFF1084-0699, 5(1), 82-89. 10.1061/ (ASCE)1084-0699(2000)5:1(82)
14. Deb, K. (2001). Multi-objective optimization using evolutionary algorithms, Wiley, New York.
15. 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. JWRMD50733-9496, 124(3), 129-139.10. 1061/ (ASCE)0733-9496(1998)124:3(129)
16. Gorelick, S. M. (1983). "A review of distributed parameter groundwater management modeling methods." Water Resour. Res. WRERAQ0043-1397, 19(2), 305-319. 10.1029/WR019i002p00305
17. Huyakorn, P. S., Andersen, P. F., Mercer, J. W., and White, H. O. (1987). "Saltwater intrusion in aquifers: Development and testing of a three-dimensional finite element model." Water Resour. Res. WRERAQ0043-1397, 23(2), 293-312. 10.1029/WR023i002p00293
18. Johnson, V. M., and Rogers, L. L. (2000). "Accuracy of neural network approximations in simulation-optimization." J. Water Resour. Plann. Manage. JWRMD50733-9496, 126(2), 48-56. 10.1061/ (ASCE)0733-9496(2000)126:2(48)
19. Lefkoff, L. J., and Gorelick, S. M. (1990). "Simulating physical processes and economic behavior in saline, irrigated agriculture: Model development." Water Resour. Res. WRERAQ0043-1397, 26(7), 1359-1369.
20. McKinney, D. C., and Lin, M.-D. (1994). "Genetic algorithms solution of groundwater management models." Water Resour. Res. WRERAQ0043-1397, 30(6), 1897-1906. 10.1029/94WR00554
21. Morshed, J., and Kaluarachchi, J. (2000). "Enhancements to genetic algorithm for optimal ground-water management." J. Hydrol. Eng. JHYEFF1084-0699, 5(1), 67-73. 10.1061/(ASCE)1084-0699(2000)5:1(67)
22. Morshed, J., and Kaluarachchi, J. J. (1998). "Application of artificial neural networks and genetic algorithms in flow and transport simulation." Adv. Water Resour. AWREDI0309-1708, 22(2), 145-158. 10.1016/S0309-1708(98)00002-5
23. Murtagh, B. A., and Saunders, M. A. (1993). "MINOS 5.4 user's guide." Technical Rep. No. SOL 83-20R, Systems Optimization Laboratory, Dept. of Operation Research, Stanford Univ., Stanford, Calif.
24. Putti, M., and Paniconi, C. (1995). "Picard and Newton linearization for the coupled model of saltwater intrusion in aquifers." Adv. Water Resour. AWREDI0309-1708, 18(3), 159-170. 10.1016/0309-1708(95)00006-5
25. Rao, S. V. N., Kumar, S., Shekhar, S., and Chakraborty, D. (2006). "Optimal pumping from skimming wells." J. Hydrol. Eng. JHYEFF1084-0699, 11(5), 464-471. 10.1061/(ASCE)1084-0699(2006)11:5(464)
26. Ritzel, B. J., Eheart, J. W., and Ranjithan, S. (1994). "Using genetic algorithms to solve a multiple objectives groundwater pollution containment problem." Water Resour. Res. WRERAQ0043-1397, 30(5), 1589-1603. 10.1029/93WR03511
27. Rogers, L. L., and Dowla, F. U. (1994). "Optimization of ground water remediation using artificial neural networks and parallel solute transport modeling." Water Resour. Res. WRERAQ0043-1397, 30(2), 457-481. 10.1029/93WR01494
28. Rosenwald, G. W., and Green, D. W. (1974). "A method for determining the optimal location of wells in a reservoir using mixed-integer programming." Soc. Pet. Eng. J. SPTJAJ0037-9999, 14, 44-54.
29. Srinivas, N., and Deb, K. (1994). "Multi-objective function optimization using non-dominated sorting genetic algorithms." Evol. Comput. ZZZZZZ1063-6560, 2(3), 221-248. 10.1162/evco.1994.2.3.221
30. Willis, R., and Finney, B. A. (1988). "Planning model for optimal control of saltwater intrusion." J. Water Resour. Plann. Manage. JWRMD50733-9496, 114(2), 163-178. 10.1061/(ASCE)0733-9496(1988)114:2(163)