A surrogate model for simulation-optimization of aquifer systems subjected to seawater intrusion

Journal of Hydrology

Volumn 523, Issue , 2015, Pages 542-554

  Hussain, Mohammed S ^a   Javadi, Akbar A ^a   Ahangar Asr, Alireza ^b   Farmani, Raziyeh ^a  

^a UNIVERSITY OF EXETER   (United Kingdom)

^b UNIVERSITY OF EAST LONDON   (United Kingdom)

Author keywords

EPR; Evolutionary modelling; Optimization; Seawater intrusion; Surrogate model

Indexed keywords

ABSTRACTING; AQUIFERS; COST EFFECTIVENESS; COSTS; DESALINATION; GENETIC ALGORITHMS; OPTIMIZATION; PARAMAGNETIC RESONANCE; PATTERN RECOGNITION; SALT WATER INTRUSION; SEAWATER; SENSITIVITY ANALYSIS; WASTEWATER TREATMENT; WATER TREATMENT;

COST-EFFECTIVE METHODS; EVOLUTIONARY POLYNOMIAL REGRESSIONS; MANAGEMENT SCENARIOS; MINIMIZATION OF COSTS; MULTI-OBJECTIVE GENETIC ALGORITHM; OBJECTIVE FUNCTIONS; SIMULATION OPTIMIZATION; SURROGATE MODEL;

PATTERN RECOGNITION SYSTEMS;

AQUIFER; ARTIFICIAL RECHARGE; BRACKISH WATER; COST-BENEFIT ANALYSIS; DESALINATION; GENETIC ALGORITHM; MULTIOBJECTIVE PROGRAMMING; NUMERICAL MODEL; OPTIMIZATION; PUMPING; SALINE INTRUSION; SURROGATE METHOD; VADOSE ZONE;

EID: 84923067502     PISSN: 00221694     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jhydrol.2015.01.079     Document Type: Article

References (58)

1. Abazza, H., 2012. Economic considerations for sustainable water integrated management, Sustainable Water Integrated Management-Support Mechanism (SWIM- SM).
2. Abd-Elhamid H., Javadi A. A Cost-Effective Method to Control Seawater Intrusion in Coastal Aquifers. Water Resour. Manage. 2011, 25(11):2755-2780.
3. Ahangar-Asr A., Faramarzi A., Javadi A.A. A new approach for prediction of the stability of soil and rock slopes. Eng. Comput. 2010, 878-893.
4. Ahangar-Asr A., Johari A., Javadi A.A. An evolutionary approach to modelling the soil-water characteristic curve in unsaturated soils. Comput. Geosci. 2012, 25-33.
5. Asano, T., Bahri, A., 2010. Global challenges to wastewater reclamation and reuse. In: Lundqvist, Jan, (Ed.), Selections from the 2010 World Water Week in Stockholm, pp. 64-72.
6. Ataie-Ashtiani B., Ketabchi H. Elitist Continuous Ant Colony Optimization Algorithm for Optimal Management of Coastal Aquifers. Water Resour. Manage. 2011, 25(1):165-190.
7. Ataie-Ashtiani B., Volker R.E., Lockington D.A. Tidal effects on sea water intrusion in unconfined aquifers. J. Hydrol. 1999, 17-31.
8. Banerjee P., Singh V.S., Chatttopadhyay K., Chandra P.C., Singh B. Artificial neural network model as a potential alternative for groundwater salinity forecasting. J. Hydrol. 2011, 398(3-4):212-220.
9. Bear, J., Cheng, A.H.D., 2010. Modeling Groundwater Flow and Contaminant Transport. Theory and Applications of Transport in Porous Media; 23. Springer Science+Business Media B.V., Dordrecht.
10. Bear J., Zhou Q. Sea water intrusion into coastal aquifers. The Handbook of Groundwater Engineering 2007, CRC Press, Taylor & Francis Group, Boca Raton, Florida, pp. 12-1-12-29. J.W. Delleur (Ed.).
11. Bhattacharjya R., Datta B. Optimal management of coastal aquifers using linked simulation optimization approach. Water Resour. Manage. 2005, 295-320. (Kluwer Academic Publishers).
12. Bhattacharjya R., Datta B. ANN-GA-Based Model for Multiple Objective Management of Coastal Aquifers. J. Water Resour. Plan. Manage. 2009, 314-322.
13. Bray B., Yeh W. Improving seawater barrier operation with simulation optimization in Southern California. J. Water Resour. Plan. Manage. 2008, 171-180.
14. Bruington A.E. Saltwater intrusion into aquifers1, JAWRA Journal of the American Water Resources Association 1972, Blackwell Publishing Ltd.
15. Chen, J.J. et al., 2003. Tertiary treatment of wastewater for reuse in China, Proceedings of the Water Environment Federation, Technical Exhibition and Conference (WEFTEC). Water Environment Federation, Alexandria-Virginia, pp. Session 11 through Session 20: 540-556.
16. Das A., Datta B. Development of management models for sustainable use of coastal aquifers. J. Irrig. Drain. Eng. 1999, 112-121.
17. Das A., Datta B. Development of multiobjective management models for coastal aquifers. J. Water Resour. Plan. Manage. 1999, 76-87.
18. Deb K., Pratap A., Agarwal S., Meyarivan T. A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans. Evol. Comput. 2002, 182-197.
19. Dhar A., Datta B. Saltwater intrusion management of coastal aquifers. I: linked simulation-optimization. J. Hydrol. Eng. 2009, 1263-1272. (American Society of Civil Engineers).
20. El-Baroudy I., Elshorbagy A., Carey S., Giustolisi O., Savic D.A. Comparison of three data-driven techniques in modelling the evapotranspiration process. J. Hydroinformatics 2010, 365-379. (IWA Publishing).
21. Elçi A., Ayvaz M.T. Differential-Evolution algorithm based optimization for the site selection of groundwater production wells with the consideration of the vulnerability concept. J. Hydrol. 2014, 511:736-749.
22. Faramarzi A., Javadi A.A., Ahangar-Asr A. Numerical implementation of EPR-based material models in finite element analysis. Comput. Struct. 2013, 100-108.
23. Faramarzi A., Alani A.M., Javadi A.A. An EPR-based self-learning approach to material modelling. Comput. Struct. 2014, 63-71.
24. Giustolisi O., Savic D.A. A symbolic data-driven technique based on evolutionary polynomial regression. J. Hydroinform. 2006, 207-222.
25. Giustolisi O., Doglioni A., Savic D.A., Webb B.W. A multi-model approach to analysis of environmental phenomena. Environ. Modell. Soft. 2007, 674-682.
26. Giustolisi O., Doglioni A., Savic D.A., di Pierro F. An evolutionary multiobjective strategy for the effective management of groundwater resources. Water Resour. Res. 2008, W01403.
27. Isaka, M., 2012. Water desalination using renewable energy, International Energy Agency (IEA) and The International Renewable Energy Agency (IRENA).
28. Javadi A.A., Abd-Elhamid H.F., Farmani R. A simulation-optimization model to control seawater intrusion in coastal aquifers using abstraction/recharge wells. Int. J. Num. Anal. Meth. Geomech. 2012, 1757-1779.
29. Kacimov A.R., Sherif M.M. Sharp interface, one-dimensional seawater intrusion into a confined aquifer with controlled pumping: analytical solution. Water Resour. Res. 2006, W06501.
30. Kourakos G., Mantoglou A. Pumping optimization of coastal aquifers based on evolutionary algorithms and surrogate modular neural network models. Adv. Water Resour. 2009, 507-521.
31. Kourakos G., Mantoglou A. Simulation and Multi-Objective Management of Coastal Aquifers in Semi-Arid Regions, Water Resour Manage 2011, Springer, Netherlands, pp. 1063-1074.
32. Kourakos G., Mantoglou A. Development of a multi-objective optimization algorithm using surrogate models for coastal aquifer management. J. Hydrol. 2013, 13-23.
33. Lin, J. et al., 2009. A genetic algorithm based groundwater simulation-optimization model under variable-density conditions, Trends and sustainability of groundwater in highly stressed aquifers. In: Proceedings of Symposium JS. 2 at the Joint Convention of the International Association of Hydrological Sciences (IAHS) and the International Association of Hydrogeologists (IAH) held in Hyderabad, India, September 2009. IAHS Press, pp. 223-232.
34. Patel A.S., Shah D.L. Water management: Conservation, harvesting and artificial recharge 2008, New age international (p) limited, publishers.
35. Pool M., Carrera J. Dynamics of negative hydraulic barriers to prevent seawater intrusion. Hydrogeol J 2010, 18(1):95-105.
36. Price R.M., Herman J.S. Geochemical investigation of salt-water intrusion into a coastal carbonate aquifer: Mallorca, Spain. Geol. Soc. Am. Bull. 1991, 1270-1279.
37. Pulido-Velazquez D., Sahuquillo A., Andreu J., Pulido-Velazquez M. A general methodology to simulate groundwater flow of unconfined aquifers with a reduced computational cost. J. Hydrol. 2007, 42-56.
38. Qahman K., Larabi A., Ouazar D., Naji A., Cheng A.D. Optimal and sustainable extraction of groundwater in coastal aquifers, Stochastic Environmental Research and Risk Assessment 2005, Springer-Verlag, pp. 99-110.
39. Qahman K., Larabi A., Ouazar D., Naji A., Cheng A.H.-D. Optimal extraction of groundwater in gaza coastal aquifer. J. Water Resour. Protect. 2009, 249-259.
40. Rao S.V.N., Sreenivasulu V., Bhallamudi S.M., Thandaveswara B.S., Sudheer K.P. Planning groundwater development in coastal aquifers/Planification du développement de la ressource en eau souterraine des aquifères cÔtiers. Hydrol. Sci. J. 2004, 155-170. (Taylor & Francis).
41. Rezania M., Javadi A.A., Giustolisi O. An evolutionary-based data mining technique for assessment of civil engineering systems. Eng. Comput. 2008, 500-517.
42. Rezania M., Faramarzi A., Javadi A.A. An evolutionary based approach for assessment of earthquake-induced soil liquefaction and lateral displacement. Eng. Appl. Artif. Intell. 2011, 142-153.
43. Sherif M.M., Singh V.P., Amer A.M. A sensitivity analysis of '2D-FED', a model for seawater encroachment in leaky coastal aquifers. J. Hydrol. 1990, 343-356.
44. Simmons C.T., Bauer-Gottwein P., Graf T., Kinzelbach W., Kooi H., Li L., Post V., Prommer H., Therrien R., Voss C.I., Ward J., Werner A. Variable density groundwater flow: from modelling to applications. Groundwater Modelling in Arid and Semi-Arid Areas 2010, 87-118. Cambridge University Press. S. Howard, S.A.M. Wheater, X. Li (Eds.).
45. Singh R.P. Water desalination" the role of RO and MSF. IOSR J. Environ. Sci., Toxicol. Food Technol. (IOSR-JESTFT) 2013, 1-65.
46. Singh A. Optimization modelling for seawater intrusion management. J. Hydrol. 2014, 508:43-52.
47. Singh A. Managing the environmental problem of seawater intrusion in coastal aquifers through simulation-optimization modeling. Ecol. Indicators 2015, 48:498-504.
48. Sorek S., Pinder G.F. Survey of Computer Codes and Case Histories. Seawater Intrusion in Coastal Aquifers - Concepts, Methods and Practices. Theory and Applications of Transport in Porous Media 1999, 399-461. Springer, Netherlands. J. Bear, A.D. Cheng, S. Sorek, D. Ouazar, I. Herrera (Eds.).
49. Sreekanth J., Datta B. Multi-objective management of saltwater intrusion in coastal aquifers using genetic programming and modular neural network based surrogate models. J. Hydrol. 2010, 245-256.
50. Sreekanth J., Datta B. Comparative Evaluation of Genetic Programming and Neural Network as Potential Surrogate Models for Coastal Aquifer Management, Water Resour Manage 2011, Springer, Netherlands, pp. 3201-3218.
51. Sreekanth J., Datta B. Coupled simulation-optimization model for coastal aquifer management using genetic programming-based ensemble surrogate models and multiple-realization optimization. Water Resour. Res. 2011, W04516.
52. Todd D.K. Salt-water intrusion and its control. Journal (American Water Works Association) 1974, 180-187. American Water Works Association.
53. Van Dam J.C. Exploitation, Restoration and Management. Seawater Intrusion in Coastal Aquifers - Concepts, Methods and Practices. Theory and Applications of Transport in Porous Media 1999, 73-125. Springer, Netherlands. J. Bear, A.D. Cheng, S. Sorek, D. Ouazar, I. Herrera (Eds.).
54. Van Genuchten M.T. A closed-form equation for predicting the hydraulic conductivity of unsaturated soils. Soil Sci. Soc. Am. J. 1980, 892-898.
55. Voss, C.I., 1984. A finite-element simulation model for saturated-unsaturated, fluid-density-dependent ground-water flow with energy transport or chemically-reactive single-species solute transport. 84-4369, U.S. Geol. Surv. (USGS), Water Resour. Invest.
56. Voss, C.I., Provost, A.M., 2010. SUTRA-A model for saturated-unsaturated variable-density ground-water flow with solute or energy transport. 02-4231, U.S. Geol. Surv. (USGS), Water Resour. Invest.
57. Werner A.D., et al. Seawater intrusion processes, investigation and management: Recent advances and future challenges. Adv. Water Resour. 2013, 51:3-26.
58. Wicks C.M., Herman J.S. The effect of zones of high porosity and permeability on the configuration of the saline-freshwater mixing zone. Ground Water 1995, 733-740. (Blackwell Publishing Ltd).