Algorithm for Increasing the Speed of Evolutionary Optimization and its Accuracy in Multi-objective Problems

Water Resources Management

Volumn 27, Issue 7, 2013, Pages 2231-2249

  Shokri, Ashkan ^a   Bozorg Haddad, Omid ^a   Mariño, Miguel A ^b,c,d  

^a UNIVERSITY OF TEHRAN   (Iran)

^b UNIVERSITY OF CALIFORNIA   (United States)

^c Davis   (United States)

^d University of California   (United States)

Author keywords

Evolutionary optimization; Expensive simulation; NSGAII ANN algorithm; Time consuming simulation

Indexed keywords

FLOOD CONTROL; GENETIC ALGORITHMS; RESERVOIRS (WATER);

ANN ALGORITHM; EVOLUTIONARY ALGORITHMS (EAS); EVOLUTIONARY OPTIMIZATIONS; EXPENSIVE SIMULATION; MULTI-OBJECTIVE PROBLEM; NON- DOMINATED SORTING GENETIC ALGORITHMS; OPTIMIZATION ALGORITHMS; TIME-CONSUMING SIMULATION;

SIMULATORS;

ARTIFICIAL NEURAL NETWORK; FLOOD CONTROL; GENETIC ALGORITHM; MULTIOBJECTIVE PROGRAMMING; NUMERICAL MODEL; OPTIMIZATION; RESERVOIR;

EID: 84876424983     PISSN: 09204741     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11269-013-0285-4     Document Type: Article

References (35)

1. Afshar A, Shafii M, Bozorg Haddad O (2011) Optimizing multi-reservoir operation rules: an improved HBMO approach. J Hydroinf 13(1): 121-139.
2. Akbarzadeh MR, Davarynejad M, Pariz N (2008) Adaptive fuzzy fitness granulation for evolutionary optimization. J Approx Reason 49(3): 523-538.
3. Bozorg Haddad O, Mariño MA (2007) Dynamic penalty function as a strategy in solving water resources combinatorial optimization problems with honey-bee optimization (HBMO) algorithm. J Hydroinf 9(3): 233-250.
4. Bozorg Haddad O, Mariño MA (2011) Optimum operation of wells in coastal aquifers. Proc Inst Civil Eng Water Manag 164(3): 135-146.
5. Bozorg Haddad O, Afshar A, Mariño MA (2008a) Design-operation of multi-hydropower reservoirs: HBMO approach. Water Resour Manag 22(12): 1709-1722.
6. Bozorg Haddad O, Adams BJ, Mariño MA (2008b) Optimum rehabilitation strategy of water distribution systems using the HBMO algorithm. J Water Supply Res Technol 57(5): 327-350.
7. Bozorg Haddad O, Afshar A, Mariño MA (2009) Optimization of non-convex water resource problems by honey-bee mating optimization (HBMO) algorithm. Eng Comput (Swansea, Wales) 26(3): 267-280.
8. Bozorg Haddad O, Mirmomeni M, Mariño MA (2010) Optimal design of stepped spillways using the HBMO algorithm. Civ Eng Environ Syst 27(1): 81-94.
9. Bozorg Haddad O, Moradi-Jalal M, Mariño MA (2011a) Design-operation optimisation of run-of-river power plants. Proc Inst Civil Eng Water Manag 164(9): 463-475.
10. Bozorg Haddad O, Afshar A, Mariño MA (2011b) Multireservoir optimisation in discrete and continuous domains. Proc Inst Civil Eng Water Manag 164(2): 57-72.
11. Chen JH, Goldberg D, Ho SY, Sastry K (2002) Fitness inheritance in multiobjective optimization. Proceeding of genetic and Evolutionary Computation Conference, New York pp. 319-326.
12. Deb K, Partap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6: 182-197.
13. Ducheyne E, Baets BD, Dewulf R (2003). Is Fitness inheritance useful for real-world application?. In: Fonseca CM, Fleming PJ, Zitzler E, Thiele L, Deb K (eds) Evolutionary multi-criterion optimization. Springer-Verlag, Berlin.
14. Fallah-Mehdipour E, Bozorg Haddad O, Mariño MA (2011a) MOPSO algorithm and its application in multipurpose multireservoir operations. J Hydroinf 13(4): 794-811.
15. Fallah-Mehdipour E, Bozorg Haddad O, Beygi S, Marino MA (2011b) Effect of utility function curvature of Young's bargaining method on the design of WDNs. Water Resour Manag 25(9): 2197-2218.
16. Fonseca CM, Fleming PJ (1995) An overview of evolutionary algorithms multi-objective optimization. Evol Comput J 3(1): 1-16.
17. Ghajarnia N, Bozorg Haddad O, Mariño MA (2011) Performance of a novel hybrid algorithm in the design of water networks. Proc Inst Civil Eng Water Manag 164(4): 173-191.
18. Hong YS, Lee H, Tahk MJ (2003) Acceleration of the convergence speed of evolutionary algorithm using multi-layer neural networks. Eng Optim 35(1): 91-102.
19. Jin Y, Olhofer M, Sendhoff B (2002) A Framework for evolutionary optimization with approximate fitness function. IEEE Trans Evol Comput 6(5): 523-538.
20. Kursawe F (1990). A variant of evolution strategies for vector optimization, PPSN, Berlin Germany, 193-197.
21. Malekmohammadi B, Zahraie B, Kerachian R (2011) Ranking solutions of multi-objective reservoir operation optimization models using multi-criteria decision analysis. Expert Syst Appl 38(6): 7851-7863.
22. Moradi-Jalal M, Bozorg Haddad O, Karney BW, Mariño MA (2007) Reservoir operation in assigning optimal multi-crop irrigation areas. Agric Water Manag 90(1-2): 149-159.
23. Mortazavi M, Kuczera G, Cui L (2012) Multiobjective optimization of urban water resources: moving toward more practical solutions. Water Resour Res 48: W03514. doi: 10. 1029/2011WR010866.
24. Noory H, Liaghat AM, Parsinejad M, Bozorg Haddad O (2012) Optimizing irrigation water allocation and multicrop planning using discrete PSO algorithm. J Irrig Drain Eng 138(5): 437-444.
25. Ostfeld A, Salomons S (2005) A hybrid genetic-instance based learning algorithm for CE-QUAL-W2 calibration. J Hydrol 310(1): 122-142.
26. Overman E (ed) (2011). A MATLAB Tutorial. Department of Mathematics. The Ohio State University, Columbus, 180 pp.
27. Sabbaghpour S, Naghashzadehgan M, Javaherdeh K, Bozorg Haddad O (2012) HBMO algorithm for calibrating water distribution network of Langarud city. Water Sci Technol 65(9): 1564-1569.
28. Salami M, Hendtlass T (2003) A fast evaluation strategy for evolutionary algorithms. Appl Soft Comput 2(3): 156-173.
29. Seifollahi-Aghmiuni S, Bozorg Haddad O, Omid MH, Mariño MA (2011) Long-term efficiency of water networks with demand uncertainty. Proc Inst Civil Eng Water Manag 164(3): 147-159.
30. Seifollahi-Aghmiuni S, Bozorg Haddad O, Omid, MH, Mariño MA (2013) Effects of pipe roughness uncertainty on water distribution network performance during its operational period. Water Resour Manag. doi: 10. 1007/s11269-013-0259-6.
31. Soltanjalili M, Bozorg Haddad O, Mariño MA (2010) Effect of breakage level one in design of water distribution networks. Water Resour Manag 25(1): 311-337.
32. Veldhuizen DV (1999) Multiobjective evolutionary algorithms: Classification analyses and new innovations, PhD Thesis Dayton OH, Air Force Institute of Technology.
33. Won KS, Ray T, Tai K (2003) A faramwork for optimization using approximate functions, Evolutionary Computation, Congress on Evolutionary Computation, Canberra, Australia, 1520-1527.
34. Zhang X, Julstrom X, Cheng W (1997) Design of vector quantization codebooks using a genetic algorithm, IEEE International Conference on Evolutionary Computation Conference, Indianapolis, USA, pp. 525-529.
35. Zitzler E, Deb K, Thiele L (2000) Comparison of multiobjective evolutionary algorithms: empirical results. Evol Comput J 8(2): 125-148.