Optimal groundwater remediation design of pump and treat systems via a simulation-optimization approach and firefly algorithm

Engineering Optimization

Volumn 47, Issue 1, 2015, Pages 1-17

  Kazemzadeh Parsi, Mohammad Javad ^a   Daneshmand, Farhang ^b   Ahmadfard, Mohammad Amin ^a   Adamowski, Jan ^b   Martel, Richard ^c  

^a ISLAMIC AZAD UNIVERSITY   (Iran)

^b MCGILL UNIVERSITY   (Canada)

^c CENTRE EAU TERRE ENVIRONNEMENT   (Canada)

Author keywords

finite element method; firefly algorithm; groundwater; multi objective optimization; remediation design

Indexed keywords

BIOLUMINESCENCE; GENETIC ALGORITHMS; GROUNDWATER; GROUNDWATER POLLUTION; GROUNDWATER RESOURCES; MULTIOBJECTIVE OPTIMIZATION; OPERATING COSTS; OPTIMIZATION; POLLUTION; PUMPS; WATER QUALITY;

CONTAMINANT CONCENTRATIONS; FINITE ELEMENT SIMULATIONS; FIREFLY ALGORITHMS; GROUND WATER REMEDIATION; GROUNDWATER REMEDIATION DESIGN; MULTI-OBJECTIVE FUNCTIONS; REMEDIATION DESIGN; SIMULATION OPTIMIZATION;

FINITE ELEMENT METHOD;

EID: 84926179375     PISSN: 0305215X     EISSN: 10290273     Source Type: Journal    
DOI: 10.1080/0305215X.2013.858138     Document Type: Article

References (40)

1. Basu, B., and G. K. Mahanti. 2011. " Firefly and Artificial Bees Colony Algorithm for Synthesis of Scanned and Broadside Linear Array Antenna." Progress in Electromagnetic Research 32: 169-190.
2. Batu, V. 1984. " A Finite Element Dual Mesh Method to Calculate Nodal Darcy Velocities in Nonhomogeneous and Anisotropic Aquifers." Water Resources Research 20 (11): 1705-1717.
3. Batu, V. 2006. Applied Flow and Solute Transport Modeling in Aquifers: Fundamental Principles and Analytical and Numerical Methods. Boca Raton, FL: CRC Press.
4. Bayer, P., and M. Finkel. 2004. " Evolutionary Algorithms for the Optimization of Advective Control of Contaminated Aquifer Zones." Water Resources Research 40: W06506.
5. Chaiead, N., P. Aungkulanon, and P. Luangpaiboon. 2011. Bees and Firefly Algorithms for Noisy Non-Linear Optimisation Problems. Hong Kong: IMECS, II.
6. Chang, L. C., H. J. Chu, and C. T. Hsiao. 2007. "Optimal Planning of a Dynamic Pump-Treat-Inject Groundwater Remediation System. " Journal of Hydrology 342 (3 -4): 295-304.
7. Chang, L.-C., H.-J. Chu, and C.-T. Hsiao. 2011. " Integration of Optimal Dynamic Control and Neural Network for Groundwater Quality Management." Water Resources Management 26 (5): 1253-1269.
8. Chang, L. C., C. A. Shoemaker, and P. L-F. Liu. 1992. " Optimal Time Varying Pumping Rates for Groundwater Remediation: Application of a Constrained Optimal Control Algorithm." Water Resources Research 28 (12): 3157-3173.
9. Chu, H. J., and L. C. Chang. 2009 a. "Optimal Control Algorithm and Neural Network for Dynamic Groundwater Management. " Hydrological Processes 23 (24): 2765-2773.
10. Chu, H. J., and L. C. Chang. 2009 b. "Application of Optimal Control and Fuzzy Theory for Dynamic Groundwater Remediation Design. " Water Resources Management 23 (4): 647-66 0.
11. Dorigo, M., V. Maniezzo, and A. Colorni. 1996. "The Ant System: Optimization by a Colony of Cooperating Agents. " IEEE Transactions on Systems, Man, and Cybernetics 26 (1): 29-41.
12. Dougherty, D. E., and R. A. Marryott. 1991. " Optimal Groundwater Management: 1. Simulated Annealing." Water Resources Research 27: 2497-2508.
13. Erol, O. K., and I. Eksin. 2006. "A New Optimization Method: Big Bang-Big Crunch. " Advances in Engineering Software 37 (2): 106-111.
14. Gandomi, A. H., Xin-SheYang, and A. H. Alavi. 2011. "MixedVariable Structural Optimization Using Firefly Algorithm. " Computers and Structures 89: 2325-2336.
15. Gandomi, A. H., X.-S. Yang, S. Talatahari, and A. H. Alavi. 2012. " Firefly Algorithm with Chaos." Commun Nonlinear Science and Numerical Simulation 18: 89- 98, 2013.
16. Guan, J., and M. M. Aral. 1999. " Optimal Remediation withWell Locations and Pumping Rates Selected as Continuous Decision Variables." Journal of Hydrology 221 (1- 2): 20-42.
17. Guan, J., and M. M. Aral. 2004. "Optimal Design of Groundwater Remediation Systems Using Fuzzy Set Theory. "Water Resources Research 40 (1): W015181-W0151820.
18. Horng, M.-H., and R.-J. Liou. 2011. "Multilevel Minimum Cross Entropy Threshold Selection Based on the Firefly Algorithm. " Expert Systems with Applications 38: 14805-14811.
19. Kaveh, A., and S. A. Talatahari. 2010. "Novel Heuristic Optimization Method: Charged System Search. " Acta Mechanica 213: 267-289.
20. Kirtrick S. C. D. Gelatt M. P.Vecchi 1983 Optimization by Simula ted Annealing Science 220 4598 671-680.
21. Li, J.,Y. Chen, and D. Pepper. 2003. "Radial Basis Function Method for 1-D and 2-D Groundwater Contaminant Transport Modelling. " Computational Mechanics 32: 10-15.
22. Lukasik, S., and S. Zak. 2009. "Firefly Algorithm for Continuous Constrained Optimization Tasks ". In 1st International Conference on Computational Collective Intelligence, Semantic Web, Social Networks and Multiagent Systems. Berlin: Springer, 169-178.
23. Mategaonkar, M., and T. I. Eldho. 2012. "Groundwater Reme diation Optimization Using a Point Collocation Method and Particle Swarm Optimization." Environmental Modelling and Software 32: 37-48.
24. Meenal, M., and T. I. Eldho. 2012. "Simulation-Optimization Model for Groundwa ter Contamination Remediation Using Meshfree Point Collocation Method and Particle Swarm Optimization." Sadhana-Academy Proceedings in Engineering Sciences, 1-19.
25. Miguel, L. F. F., and L. F. F. Miguel. 2012. "Shape and Size Optimization of Truss Structures Considering Dynamic Constraints Through Modern Metaheuristic Algorithms." Expert Systems with Applications 39: 9458-9467.
26. Mondal, A., T. I. Eldho, and V. V. S. G. Rao. 2010. " Multiobjective Groundwater Remediation System Design Using Coupled Finite-Element Model and Nondominated Sorting GeneticAlgorithm II. " Journal of Hydrologic Engineering 15 (5): 350-359.
27. Parpinelli, R. S. 2011. "New Insp irations in Swarm Intelligence: A Survey." International Journal of Bio-Inspired Computation 3 (1): 1-16.
28. Rao, S. S. 1996. Engineering Optimization: Theory and Practice. 3rd ed. Chichester: JohnWiley & Sons.
29. Senapati, M. R., and P. K. Dash. 2012. "Local LinearWavelet Neural Network Based Breast Tumor Classificatio n Using Firefly Algorithm." Neural Computing & Applications, 22 (7- 8): 1591-1598.
30. Sepehri, A., F. Daneshmand, and K. Jafarpour. 2012. "A Modified Particle Swarm Approach for Multi-Objective Optim ization of Laminated Composite Structures." Structural Engineering and Mechanics 42 (3): 335-352.
31. Sharief, S.M.V., T.I. Eldho, A.K. Rastogi, and V.V.S.G. Rao. 2012. " Optimal Groundwater Remediation by Pump and Treat Using FEM-and EGA-Based Simulation-Optimization Model. " Journal of Hazardous, Toxic, and Radioactive Waste 16 (2): 106-117.
32. Singh, T. S., and D. Chakrabarty. 2011. "Chance-Constrained Multi-Objective Programming for Optimal Multi-Layer Aquifer Remediation Design." Engineering Optimization 43 (4): 417-432.
33. Talbi, E. 2009. Metaheuristics: From Design to Implementation. Hoboken, NJ: JohnWiley & Sons.
34. Wang, M., and C. Zheng. 1997. "Optimal Remediation Policy Selection Under General Condition. " GroundWater 35 (5): 757-764.
35. Yang, X.-S. 2008. Nature-Inspired Metaheuristic Algorithms. Luniver Press. Bristol: Luniver Press.
36. Yang, X. S. 2009. "Firefly Algorithms for Multimodal Optimization. " In Stochastic Algorithms: Foundation and Applications, SAGA 2009. Lecture Notes in Computer Sciences, 5792, 169-178.
37. Yang, X.-S. 2010. "Firefly Algorithm, Lé vy Flights and Global Optimization." In Research and Development in Intelligent Systems XXVI, edited by Max Bramer, Richard Ellis, and Miltos Petridis, 209-218. London: Springer.
38. Yang, X.-S., S. S. S. H. Hosseini, and A. H. Gandomi. 2012. " Firefly Algorithm for Solving Non Convex Economic Dispatch Problems with Valve Loading Effect." Applied Soft Computing 12: 1180-1186.
39. Zaman, M. A., and Md. AbdulMatin. 2012. "Non Uniformly Spaced Linear Antenna Array Design Using Firefly Algorithm. " International Journal of Microwave Science and Technology, Art icle ID 256759, 8 pages. International Journal of Microwave Science and Technology doi:10.1155/2012/256759.
40. Zheng, C., and P. P. Wang. 2002. "A Field Demonstration of the Simulation Optimization Approach for Remediation Sy stem Design." Ground Water 40 (3): 258-266.