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Volumn 11, Issue 6, 2007, Pages 712-731

MOEA/D: A multiobjective evolutionary algorithm based on decomposition

Author keywords

Computational complexity; Decomposition; Evolutionary algorithm; Multiobjective optimization; Pareto optimality

Indexed keywords

EVOLUTIONARY ALGORITHMS; GENETIC ALGORITHMS; MULTIOBJECTIVE OPTIMIZATION; PROBLEM SOLVING;

EID: 34548108555     PISSN: 1089778X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEVC.2007.892759     Document Type: Article
Times cited : (7870)

References (40)
  • 5
    • 2342571370 scopus 로고
    • On the approximation of solutions to multiple criteria decision making problems
    • Multiple Criteria Decision Making, M. Zeleny, Ed. Berlin, Germany: Springer-Verlag
    • E. Polak, "On the approximation of solutions to multiple criteria decision making problems," in Multiple Criteria Decision Making, M. Zeleny, Ed. Berlin, Germany: Springer-Verlag, 1976, vol. 123, Lecture Notes in Economics and Mathematical Systems, pp. 271-282.
    • (1976) Lecture Notes in Economics and Mathematical Systems , vol.123 , pp. 271-282
    • Polak, E.1
  • 6
    • 0010466378 scopus 로고
    • On a constructive approximation of the efficient outcomes in bicriterion vector optimization
    • S. Helbig, "On a constructive approximation of the efficient outcomes in bicriterion vector optimization," J. Global Optim., vol. 5, pp. 35-48, 1994.
    • (1994) J. Global Optim , vol.5 , pp. 35-48
    • Helbig, S.1
  • 7
    • 0005881722 scopus 로고    scopus 로고
    • Piecewise quadratic approximation of the non-dominated set for bi-criteria programs
    • M. Wiecek, W. Chen, and J. Zhang, "Piecewise quadratic approximation of the non-dominated set for bi-criteria programs," J. Multi-Criteria Decision Analysis, vol. 10, no. 1, pp. 35-47, 2001.
    • (2001) J. Multi-Criteria Decision Analysis , vol.10 , Issue.1 , pp. 35-47
    • Wiecek, M.1    Chen, W.2    Zhang, J.3
  • 8
    • 23844480435 scopus 로고    scopus 로고
    • Approximation methods in multiobjective programming
    • Sep
    • S. Ruzika and M. Wiecek, "Approximation methods in multiobjective programming," J. Optim. Theory Appl., vol. 126, no. 3, pp. 473-501, Sep. 2005.
    • (2005) J. Optim. Theory Appl , vol.126 , Issue.3 , pp. 473-501
    • Ruzika, S.1    Wiecek, M.2
  • 9
    • 0032348480 scopus 로고    scopus 로고
    • Normal-bounday intersection: A new method for generating Pareto optimal points in multicriteria optimization problems
    • Aug
    • I. Das and J. E. Dennis, "Normal-bounday intersection: A new method for generating Pareto optimal points in multicriteria optimization problems," SIAM J. Optim., vol. 8, no. 3, pp. 631-657, Aug. 1998.
    • (1998) SIAM J. Optim , vol.8 , Issue.3 , pp. 631-657
    • Das, I.1    Dennis, J.E.2
  • 10
    • 0041969992 scopus 로고    scopus 로고
    • The normalized normal constraint method for generating the Pareto frontier
    • A. Messac, A. Ismail-Yahaya, and C. Mattson, "The normalized normal constraint method for generating the Pareto frontier," Struct Multidisc. Optim., vol. 25, pp. 86-98, 2003.
    • (2003) Struct Multidisc. Optim , vol.25 , pp. 86-98
    • Messac, A.1    Ismail-Yahaya, A.2    Mattson, C.3
  • 11
    • 6344235466 scopus 로고    scopus 로고
    • Smart Pareto filter: Obtaining a minimal representation of multiobjective design space
    • C. A. Mattson, A. A. Mullur, and A. Messac, "Smart Pareto filter: Obtaining a minimal representation of multiobjective design space," Eng. Optim., vol. 36, no. 6, pp. 721-740, 2004.
    • (2004) Eng. Optim , vol.36 , Issue.6 , pp. 721-740
    • Mattson, C.A.1    Mullur, A.A.2    Messac, A.3
  • 12
    • 0000626184 scopus 로고    scopus 로고
    • An updated survey of GA-based multiobjective optimization techniques
    • C. A. C. Coello, "An updated survey of GA-based multiobjective optimization techniques," ACM Comput. Surv., vol. 32, no. 2, pp. 109-143, 2000.
    • (2000) ACM Comput. Surv , vol.32 , Issue.2 , pp. 109-143
    • Coello, C.A.C.1
  • 13
    • 0033318858 scopus 로고    scopus 로고
    • Multiobjective evolutionary algorithms: A comparative case study and the strength Pareto approach
    • Nov
    • E. Zitzler and L. Thiele, "Multiobjective evolutionary algorithms: A comparative case study and the strength Pareto approach," IEEE Trans. Evol. Comput., vol. 3, no. 4, pp. 257-271, Nov. 1999.
    • (1999) IEEE Trans. Evol. Comput , vol.3 , Issue.4 , pp. 257-271
    • Zitzler, E.1    Thiele, L.2
  • 14
    • 84901404865 scopus 로고    scopus 로고
    • The Pareto archived evolution strategy: A new baseline algorithm for multiobjective optimisation
    • Washington, D.C, Jul
    • J. D. Knowles and D. W. Corne, "The Pareto archived evolution strategy: A new baseline algorithm for multiobjective optimisation," in Proc. Congr. Evol. Comput., Washington, D.C., Jul. 1999, pp. 98-105.
    • (1999) Proc. Congr. Evol. Comput , pp. 98-105
    • Knowles, J.D.1    Corne, D.W.2
  • 15
    • 2942547409 scopus 로고    scopus 로고
    • SPEA2: Improving the strength Pareto evolutionary algorithm for multiobjective optimization
    • K. C. Giannakoglou, D. T. Tsahalis, J. Périaux, K. D. Papailiou, and T. Fogarty, Eds, Athens, Greece, pp
    • E. Zitzler, M. Laumanns, and L. Thiele, "SPEA2: Improving the strength Pareto evolutionary algorithm for multiobjective optimization," in Proc. Evolutionary Methods for Design Optimization and Control with Applications to Industrial Problems, K. C. Giannakoglou, D. T. Tsahalis, J. Périaux, K. D. Papailiou, and T. Fogarty, Eds., Athens, Greece, pp. 95-100.
    • Proc. Evolutionary Methods for Design Optimization and Control with Applications to Industrial Problems , pp. 95-100
    • Zitzler, E.1    Laumanns, M.2    Thiele, L.3
  • 16
    • 0036530772 scopus 로고    scopus 로고
    • A fast and elitist multiobjective genetic algorithm: NSGA-II
    • Apr
    • K. Deb, S. Agrawal, A. Pratap, and T. Meyarivan, "A fast and elitist multiobjective genetic algorithm: NSGA-II," IEEE Trans. Evol. Comput., vol. 6, no. 2, pp. 182-197, Apr. 2002.
    • (2002) IEEE Trans. Evol. Comput , vol.6 , Issue.2 , pp. 182-197
    • Deb, K.1    Agrawal, S.2    Pratap, A.3    Meyarivan, T.4
  • 17
    • 0042863389 scopus 로고    scopus 로고
    • Rank-density-based multiobjective genetic algorithm and benchmark test function study
    • Aug
    • H. Lu and G. G. Yen, "Rank-density-based multiobjective genetic algorithm and benchmark test function study," IEEE Trans. Evol. Comput., vol. 7, no. 4, pp. 325-343, Aug. 2003.
    • (2003) IEEE Trans. Evol. Comput , vol.7 , Issue.4 , pp. 325-343
    • Lu, H.1    Yen, G.G.2
  • 18
    • 4344694774 scopus 로고    scopus 로고
    • Voronoi-based estimation of distribution algorithm for multi-objective optimization
    • Y. Shi, Ed. Piscataway, NJ: IEEE Press
    • T. Okabe, Y. Jin, B. Sendhoff, and M. Olhofer, "Voronoi-based estimation of distribution algorithm for multi-objective optimization," in Congress on Evolutionary Computation (CEC , Y. Shi, Ed. Piscataway, NJ: IEEE Press, 2004, pp. 1594-1602.
    • (2004) Congress on Evolutionary Computation (CEC , pp. 1594-1602
    • Okabe, T.1    Jin, Y.2    Sendhoff, B.3    Olhofer, M.4
  • 19
    • 3142756516 scopus 로고    scopus 로고
    • Handling multiple objectives with particle swarm optimization
    • Jun
    • C. A. C. Coello, G. T. Pulido, and M. S. Lechuga, "Handling multiple objectives with particle swarm optimization," IEEE Trans. Evol. Comput., vol. 8, no. 3, pp. 256-279, Jun. 2004.
    • (2004) IEEE Trans. Evol. Comput , vol.8 , Issue.3 , pp. 256-279
    • Coello, C.A.C.1    Pulido, G.T.2    Lechuga, M.S.3
  • 20
    • 0034201456 scopus 로고    scopus 로고
    • Multiobjective evolutionary algorithms: Analyzing the state-of-the-art
    • D. A. V. Veldhuizen and G. B. Lamont, "Multiobjective evolutionary algorithms: Analyzing the state-of-the-art," Evol. Comput., vol. 8, no. 2, pp. 125-147, 2000.
    • (2000) Evol. Comput , vol.8 , Issue.2 , pp. 125-147
    • Veldhuizen, D.A.V.1    Lamont, G.B.2
  • 21
    • 0037936616 scopus 로고    scopus 로고
    • Properties of an adaptive archiving algorithm for storing nondominated vectors
    • Apr
    • J. D. Knowles and D. Corne, "Properties of an adaptive archiving algorithm for storing nondominated vectors," IEEE Trans. Evol. Comput., vol. 7, no. 2, pp. 100-116, Apr. 2003.
    • (2003) IEEE Trans. Evol. Comput , vol.7 , Issue.2 , pp. 100-116
    • Knowles, J.D.1    Corne, D.2
  • 22
    • 36549019405 scopus 로고    scopus 로고
    • Q. Zhang, A. Zhou, and Y. Jin, Modelling the regularity in an estimation of distribution algorithm for continuous multiobjective optimisation with variable linkages, Dept. Comput. Sci., Univ. Essex, Colchester, U.K., Tech. Rep. CSM-459, 2006, (a revised version of this paper has been accepted for publication by the IEEE Trans. Evol. Comput., 2007).
    • Q. Zhang, A. Zhou, and Y. Jin, "Modelling the regularity in an estimation of distribution algorithm for continuous multiobjective optimisation with variable linkages," Dept. Comput. Sci., Univ. Essex, Colchester, U.K., Tech. Rep. CSM-459, 2006, (a revised version of this paper has been accepted for publication by the IEEE Trans. Evol. Comput., 2007).
  • 23
    • 0038612858 scopus 로고    scopus 로고
    • The balance between proximity and diversity in multiobjective evolutionary algorithms
    • Apr
    • P. A. N. Bosman and D. Thierens, "The balance between proximity and diversity in multiobjective evolutionary algorithms," IEEE Trans. Evol. Comput., vol. 7, no. 2, pp. 174-188, Apr. 2003.
    • (2003) IEEE Trans. Evol. Comput , vol.7 , Issue.2 , pp. 174-188
    • Bosman, P.A.N.1    Thierens, D.2
  • 24
    • 0000599395 scopus 로고
    • Multiple objective optimization with vector evaluated genetic algorithms
    • J. D. Schaffer, "Multiple objective optimization with vector evaluated genetic algorithms," in Proc. 1st Int. Conf. Genetic Algorithms, 1985, pp. 93-100.
    • (1985) Proc. 1st Int. Conf. Genetic Algorithms , pp. 93-100
    • Schaffer, J.D.1
  • 25
    • 35248872021 scopus 로고    scopus 로고
    • A two-phase local search for the biobjective traveling salesman problem
    • L. Paquete and T. Stützle, "A two-phase local search for the biobjective traveling salesman problem," in Proc. Evol. Multi-Criterion Optim., 2003, pp. 479-493.
    • (2003) Proc. Evol. Multi-Criterion Optim , pp. 479-493
    • Paquete, L.1    Stützle, T.2
  • 26
    • 84901428951 scopus 로고    scopus 로고
    • Multiple single objective Pareto sampling
    • Canberra, Australia
    • E. J. Hughes, "Multiple single objective Pareto sampling," in Proc. Congr. Evol. Comput., Canberra, Australia, 2003, pp. 2678-2684.
    • (2003) Proc. Congr. Evol. Comput , pp. 2678-2684
    • Hughes, E.J.1
  • 27
    • 84931357345 scopus 로고    scopus 로고
    • Adapting weighted aggregation for multiobjective evolutionary strategies
    • Evolutionary Multicriterion Optimization, SPringer
    • Y. Jin, T. Okabe, and B. Sendhoff, "Adapting weighted aggregation for multiobjective evolutionary strategies," in Evolutionary Multicriterion Optimization. :SPringer, 2001, vol. 1993, LNCS, pp. 96-110.
    • (2001) LNCS , vol.1993 , pp. 96-110
    • Jin, Y.1    Okabe, T.2    Sendhoff, B.3
  • 28
    • 0032141635 scopus 로고    scopus 로고
    • Multi-objective genetic local search algorithm and its application to flowshop, scheduling
    • Aug
    • H. Ishibuchi and T. Murata, "Multi-objective genetic local search algorithm and its application to flowshop, scheduling," IEEE Trans. Syst., Man, Cybern., vol. 28, pp. 392-403, Aug. 1998.
    • (1998) IEEE Trans. Syst., Man, Cybern , vol.28 , pp. 392-403
    • Ishibuchi, H.1    Murata, T.2
  • 29
    • 0036671292 scopus 로고    scopus 로고
    • On the performance of multiple-objective genetic local search on the 0/1 knapsack problem - A comparative experiment
    • Aug
    • A. Jaszkiewicz, "On the performance of multiple-objective genetic local search on the 0/1 knapsack problem - A comparative experiment," IEEE Trans. Evol. Comput., vol. 6, no. 4, pp. 402-412, Aug. 2002.
    • (2002) IEEE Trans. Evol. Comput , vol.6 , Issue.4 , pp. 402-412
    • Jaszkiewicz, A.1
  • 30
    • 0033116882 scopus 로고    scopus 로고
    • Q. Zhang and Y. W. Leung, Orthogonal genetic algorithm for multi-media multicast routing, IEEE Trans. Evol. Comput., 3, no. 1, pp. 53-62, Apr.1 1999.
    • Q. Zhang and Y. W. Leung, "Orthogonal genetic algorithm for multi-media multicast routing," IEEE Trans. Evol. Comput., vol. 3, no. 1, pp. 53-62, Apr.1 1999.
  • 32
    • 0037936618 scopus 로고    scopus 로고
    • Performance assessment of multiobjective optimizers: An analysis and review
    • Apr
    • E. Zitzler, L. Thiele, M. Laumanns, C. M. Fonseca, and V. G. da Fonseca, "Performance assessment of multiobjective optimizers: An analysis and review," IEEE Trans. Evol. Comput., vol. 7, no. 2, pp. 117-132, Apr. 2003.
    • (2003) IEEE Trans. Evol. Comput , vol.7 , Issue.2 , pp. 117-132
    • Zitzler, E.1    Thiele, L.2    Laumanns, M.3    Fonseca, C.M.4    da Fonseca, V.G.5
  • 33
    • 0034199979 scopus 로고    scopus 로고
    • Comparison of multiobjective evolutionary algorithms: Empirical results
    • E. Zitzler, K. Deb, and L. Thiele, "Comparison of multiobjective evolutionary algorithms: Empirical results," Evol. Comput., vol. 8, no. 2, pp. 173-195, 2000.
    • (2000) Evol. Comput , vol.8 , Issue.2 , pp. 173-195
    • Zitzler, E.1    Deb, K.2    Thiele, L.3
  • 34
    • 84901420886 scopus 로고    scopus 로고
    • Scalable multiobjective optimization test problems
    • May
    • K. Deb, L. Thiele, M. Laumanns, and E. Zitzler, "Scalable multiobjective optimization test problems," in Proc. Congr. Evol. Comput., May 2002, vol. 1, pp. 825-830.
    • (2002) Proc. Congr. Evol. Comput , vol.1 , pp. 825-830
    • Deb, K.1    Thiele, L.2    Laumanns, M.3    Zitzler, E.4
  • 37
    • 0002970319 scopus 로고    scopus 로고
    • Finding acceptable solutions in the Pareto-optimal range using multiobjective genetic algorithms
    • Jun
    • P. J. Bentley and J. P. Wakefield, "Finding acceptable solutions in the Pareto-optimal range using multiobjective genetic algorithms," in Proc. 2nd On-Line World Conf. Soft Comput. Eng. Design Manuf., Jun. 1997, pp. 231-240.
    • (1997) Proc. 2nd On-Line World Conf. Soft Comput. Eng. Design Manuf , pp. 231-240
    • Bentley, P.J.1    Wakefield, J.P.2
  • 38
    • 0036464795 scopus 로고    scopus 로고
    • Preferences and their application in evolutionary multiobjective optimization
    • Feb
    • I. C. Parmee and D. Cvetkovic, "Preferences and their application in evolutionary multiobjective optimization," IEEE Trans. Evol. Comput. vol. 6, no. 1, pp. 42-57, Feb. 2002.
    • (2002) IEEE Trans. Evol. Comput , vol.6 , Issue.1 , pp. 42-57
    • Parmee, I.C.1    Cvetkovic, D.2
  • 40
    • 84931338189 scopus 로고    scopus 로고
    • Specification of Genetic Search Direction in Cellular Multiobjective Genetic Algorithm
    • Berlin, Germany: Springer-Verlag
    • T. Murata, H. Ishibuchi, and M. Gen, "Specification of Genetic Search Direction in Cellular Multiobjective Genetic Algorithm," in Evolutionary Multicriterion Optimization. Berlin, Germany: Springer-Verlag, 2001, LNCS1993, pp. 82-95.
    • (2001) Evolutionary Multicriterion Optimization , vol.LNCS1993 , pp. 82-95
    • Murata, T.1    Ishibuchi, H.2    Gen, M.3


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