메뉴 건너뛰기




Volumn 43, Issue 2, 2013, Pages 445-463

Multiple populations for multiple objectives: A coevolutionary technique for solving multiobjective optimization problems

Author keywords

Coevolutionary algorithms; Multiobjective optimization problems (MOPs); Multiple populations for multiple objectives (MPMO); Particle swarm optimization (PSO)

Indexed keywords

CO-EVOLUTIONARY ALGORITHM; CO-EVOLUTIONARY TECHNIQUES; MULTI-OBJECTIVE OPTIMIZATION PROBLEM; MULTIOBJECTIVE EVOLUTIONARY ALGORITHMS; MULTIOBJECTIVE OPTIMIZATION PROBLEMS (MOPS); MULTIPLE POPULATIONS; STATE-OF-THE-ART ALGORITHMS; VELOCITY UPDATE EQUATION;

EID: 84882411825     PISSN: 21682267     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2012.2209115     Document Type: Article
Times cited : (303)

References (80)
  • 1
    • 77949774386 scopus 로고    scopus 로고
    • A multiobjective optimization approach to obtain decision thresholds for distributed detection in wireless sensor networks
    • Apr.
    • E.Masazade, R. Rajagopalan, P. K. Varshney, C. K. Mohan, G. K. Sendur, and M. Keskinoz, "A multiobjective optimization approach to obtain decision thresholds for distributed detection in wireless sensor networks," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 40, no. 2, pp. 444-457, Apr. 2010.
    • (2010) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.40 , Issue.2 , pp. 444-457
    • Masazade, E.1    Rajagopalan, R.2    Varshney, P.K.3    Mohan, C.K.4    Sendur, G.K.5    Keskinoz, M.6
  • 2
    • 70349613016 scopus 로고    scopus 로고
    • EvoOligo: Oligonucleotide probe design with multiobjective evolutionary algorithms
    • Dec.
    • S. Y. Shin, I. H. Lee, Y. M. Cho, K. A. Yang, and B. T. Zhang, "EvoOligo: Oligonucleotide probe design with multiobjective evolutionary algorithms," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 39, no. 6, pp. 1606-1616, Dec. 2009.
    • (2009) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.39 , Issue.6 , pp. 1606-1616
    • Shin, S.Y.1    Lee, I.H.2    Cho, Y.M.3    Yang, K.A.4    Zhang, B.T.5
  • 3
    • 70149093067 scopus 로고    scopus 로고
    • Wireless heterogeneous transmitter placement using multiobjective variable-length genetic algorithm
    • Aug.
    • C. K. Ting, C. N. Lee, H. C. Chang, and J. S. Wu, "Wireless heterogeneous transmitter placement using multiobjective variable-length genetic algorithm," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 39, no. 4, pp. 945-958, Aug. 2009.
    • (2009) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.39 , Issue.4 , pp. 945-958
    • Ting, C.K.1    Lee, C.N.2    Chang, H.C.3    Wu, J.S.4
  • 4
    • 41749097445 scopus 로고    scopus 로고
    • Multiobjective hybrid optimization and training of recurrent neural networks
    • Apr.
    • M. Delgado, M. P. Cuellar, and M. C. Pegalajar, "Multiobjective hybrid optimization and training of recurrent neural networks," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 38, no. 2, pp. 381-403, Apr. 2008.
    • (2008) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.38 , Issue.2 , pp. 381-403
    • Delgado, M.1    Cuellar, M.P.2    Pegalajar, M.C.3
  • 6
    • 33750267220 scopus 로고    scopus 로고
    • Multi-objective particle swarm optimizers: A survey of the state-of-the-art
    • M. Reyes-Sierra and C. A. Coello Coello, "Multi-objective particle swarm optimizers: A survey of the state-of-the-art," Int. J. Comput. Intell. Res., vol. 2, no. 3, pp. 287-308, 2006.
    • (2006) Int. J. Comput. Intell. Res. , vol.2 , Issue.3 , pp. 287-308
    • Reyes-Sierra, M.1    Coello Coello, C.A.2
  • 7
    • 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
  • 8
    • 34548108555 scopus 로고    scopus 로고
    • MOEA/D: A multi-objective evolutionary algorithm based on decomposition
    • Dec.
    • Q. Zhang and H. Li, "MOEA/D: A multi-objective evolutionary algorithm based on decomposition," IEEE Trans. Evol. Comput., vol. 11, no. 6, pp. 712-731, Dec. 2007.
    • (2007) IEEE Trans. Evol. Comput. , vol.11 , Issue.6 , pp. 712-731
    • Zhang, Q.1    Li, H.2
  • 9
    • 33847047738 scopus 로고    scopus 로고
    • The co-evolutionary genetics of ecological communities
    • Mar.
    • M. J. Wade, "The co-evolutionary genetics of ecological communities," Nat. Rev. Genet., vol. 8, no. 3, pp. 185-195, Mar. 2007.
    • (2007) Nat. Rev. Genet. , vol.8 , Issue.3 , pp. 185-195
    • Wade, M.J.1
  • 10
    • 85008054046 scopus 로고    scopus 로고
    • Pseudo-coevolutionary genetic algorithms for power electronic circuits optimization
    • Jul.
    • J. Zhang, W. L. Lo, and H. Chung, "Pseudo-coevolutionary genetic algorithms for power electronic circuits optimization," IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 36, no. 4, pp. 590-598, Jul. 2006.
    • (2006) IEEE Trans. Syst., Man, Cybern. C, Appl. Rev. , vol.36 , Issue.4 , pp. 590-598
    • Zhang, J.1    Lo, W.L.2    Chung, H.3
  • 11
    • 70349843699 scopus 로고    scopus 로고
    • A competitive and cooperative co-evolutionary approach to multi-objective particle swarm optimization algorithm design
    • Apr.
    • C. K. Goh, K. C. Tan, D. S. Liu, and S. C. Chiam, "A competitive and cooperative co-evolutionary approach to multi-objective particle swarm optimization algorithm design," Eur. J. Oper. Res., vol. 202, no. 1, pp. 42-54, Apr. 2010.
    • (2010) Eur. J. Oper. Res. , vol.202 , Issue.1 , pp. 42-54
    • Goh, C.K.1    Tan, K.C.2    Liu, D.S.3    Chiam, S.C.4
  • 12
    • 84859719176 scopus 로고    scopus 로고
    • Cooperatively coevolving particle swarms for large scale optimization
    • Apr.
    • X. D. Li and X. Yao, "Cooperatively coevolving particle swarms for large scale optimization," IEEE Trans. Evol. Comput., vol. 16, no. 2, pp. 210-224, Apr. 2012.
    • (2012) IEEE Trans. Evol. Comput. , vol.16 , Issue.2 , pp. 210-224
    • Li, X.D.1    Yao, X.2
  • 13
    • 80051918490 scopus 로고    scopus 로고
    • Co-evolutionary differential evolution with dynamic population size and adaptive migration strategy
    • Z. H. Zhan and J. Zhang, "Co-evolutionary differential evolution with dynamic population size and adaptive migration strategy," in Proc. Genetic Evol. Comput. Conf., Jul. 2011, pp. 211-212.
    • Proc. Genetic Evol. Comput. Conf., Jul. 2011 , pp. 211-212
    • Zhan, Z.H.1    Zhang, J.2
  • 18
    • 84901470581 scopus 로고    scopus 로고
    • Multiobjective optimization using dynamic neighborhood particle swarm optimization
    • X. Hu and R. Eberhart, "Multiobjective optimization using dynamic neighborhood particle swarm optimization," in Proc. IEEE Congr. Evol. Comput., 2002, pp. 1677-1681.
    • Proc. IEEE Congr. Evol. Comput., 2002 , pp. 1677-1681
    • Hu, X.1    Eberhart, R.2
  • 19
    • 0001953837 scopus 로고    scopus 로고
    • Genetic algorithms for multiobjective optimization: Formulation, discussion and generalization
    • C. M. Fonseca and P. J. Fleming, "Genetic algorithms for multiobjective optimization: Formulation, discussion and generalization," in Proc. the 5th Int. Conf. Genet. Algorithms, 1993, pp. 416-423.
    • Proc. The 5th Int. Conf. Genet. Algorithms, 1993 , pp. 416-423
    • Fonseca, C.M.1    Fleming, P.J.2
  • 21
    • 3142756516 scopus 로고    scopus 로고
    • Handling multiple objectives with particle swarm optimization
    • Jun.
    • C. A. Coello 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 Coello, C.A.1    Pulido, G.T.2    Lechuga, M.S.3
  • 22
    • 35248851524 scopus 로고    scopus 로고
    • A non-dominated sorting particle swarm optimizer for multiobjective optimization
    • X. Li, "A non-dominated sorting particle swarm optimizer for multiobjective optimization," in Proc. Genetic Evol. Comput. Conf., 2003, pp. 37-48.
    • Proc. Genetic Evol. Comput. Conf., 2003 , pp. 37-48
    • Li, X.1
  • 25
    • 77955431290 scopus 로고    scopus 로고
    • Incorporating the notion of relative importance of objectives in evolutionary multiobjective optimization
    • Aug.
    • L. Rachmawati and D. Srinivasan, "Incorporating the notion of relative importance of objectives in evolutionary multiobjective optimization," IEEE Trans. Evol. Comput., vol. 14, no. 4, pp. 530-546, Aug. 2010.
    • (2010) IEEE Trans. Evol. Comput. , vol.14 , Issue.4 , pp. 530-546
    • Rachmawati, L.1    Srinivasan, D.2
  • 26
    • 77955395007 scopus 로고    scopus 로고
    • A territory defining multiobjective evolutionary algorithms and preference incorporation
    • Aug.
    • I. Karahan and M. Koksalan, "A territory defining multiobjective evolutionary algorithms and preference incorporation," IEEE Trans. Evol. Comput., vol. 14, no. 4, pp. 636-664, Aug. 2010.
    • (2010) IEEE Trans. Evol. Comput. , vol.14 , Issue.4 , pp. 636-664
    • Karahan, I.1    Koksalan, M.2
  • 27
    • 76149104896 scopus 로고    scopus 로고
    • On set-based multiobjective optimization
    • Feb.
    • E. Zitzler, L. Thiele, and J. Bader, "On set-based multiobjective optimization," IEEE Trans. Evol. Comput., vol. 14, no. 1, pp. 58-79, Feb. 2010.
    • (2010) IEEE Trans. Evol. Comput. , vol.14 , Issue.1 , pp. 58-79
    • Zitzler, E.1    Thiele, L.2    Bader, J.3
  • 28
    • 34249029916 scopus 로고    scopus 로고
    • Multiobjective optimization and hybrid evolutionary algorithm to solve constrained optimization problems
    • Jun.
    • Y.Wang, Z. X. Cai, G. Q. Guo, and Y. R. Zhou, "Multiobjective optimization and hybrid evolutionary algorithm to solve constrained optimization problems," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 37, no. 3, pp. 560-575, Jun. 2007.
    • (2007) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.37 , Issue.3 , pp. 560-575
    • Wang, Y.1    Cai, Z.X.2    Guo, G.Q.3    Zhou, Y.R.4
  • 29
    • 69249181588 scopus 로고    scopus 로고
    • Convergence acceleration operator for multiobjective optimization
    • Aug.
    • S. F. Adra, T. J. Dodd, I. A. Griffin, and P. J. Fleming, "Convergence acceleration operator for multiobjective optimization," IEEE Trans. Evol. Comput., vol. 13, no. 4, pp. 825-847, Aug. 2009.
    • (2009) IEEE Trans. Evol. Comput. , vol.13 , Issue.4 , pp. 825-847
    • Adra, S.F.1    Dodd, T.J.2    Griffin, I.A.3    Fleming, P.J.4
  • 30
    • 85008025532 scopus 로고    scopus 로고
    • Interactive evolutionary multiobjective search and optimization of set-based concepts
    • Aug.
    • G. Avigad and A. Moshaiov, "Interactive evolutionary multiobjective search and optimization of set-based concepts," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 39, no. 4, pp. 1013-1027, Aug. 2009.
    • (2009) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.39 , Issue.4 , pp. 1013-1027
    • Avigad, G.1    Moshaiov, A.2
  • 31
    • 76149138011 scopus 로고    scopus 로고
    • HCS: A new local search strategy for memetic multiobjective evolutionary algorithms
    • Feb.
    • A. Lara, G. Sanchez, C. A. Coello Coello, and O. Schütze, "HCS: A new local search strategy for memetic multiobjective evolutionary algorithms," IEEE Trans. Evol. Comput., vol. 14, no. 1, pp. 112-132, Feb. 2010.
    • (2010) IEEE Trans. Evol. Comput. , vol.14 , Issue.1 , pp. 112-132
    • Lara, A.1    Sanchez, G.2    Coello Coello, C.A.3    Schütze, O.4
  • 32
    • 77952585858 scopus 로고    scopus 로고
    • Multiobjective optimization of temporal processes
    • Jun.
    • Z. Song and A. Kusiak, "Multiobjective optimization of temporal processes," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 40, no. 3, pp. 845-856, Jun. 2010.
    • (2010) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.40 , Issue.3 , pp. 845-856
    • Song, Z.1    Kusiak, A.2
  • 33
    • 77953083432 scopus 로고    scopus 로고
    • Expensive multiobjective optimization by MOEA/D with Gaussian process model
    • Jun.
    • Q. Zhang, W. Liu, E. Tsang, and B. Virginas, "Expensive multiobjective optimization by MOEA/D with Gaussian process model," IEEE Trans. Evol. Comput., vol. 14, no. 3, pp. 456-474, Jun. 2010.
    • (2010) IEEE Trans. Evol. Comput. , vol.14 , Issue.3 , pp. 456-474
    • Zhang, Q.1    Liu, W.2    Tsang, E.3    Virginas, B.4
  • 34
    • 33847660098 scopus 로고    scopus 로고
    • A multiobjective memetic algorithm based on particle swarm optimization
    • Feb.
    • D. S. Liu, K. C. Tan, C. K. Goh, andW. K. Ho, "A multiobjective memetic algorithm based on particle swarm optimization," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 37, no. 1, pp. 42-50, Feb. 2007.
    • (2007) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.37 , Issue.1 , pp. 42-50
    • Liu, D.S.1    Tan, K.C.2    Goh, C.K.3    Ho, W.K.4
  • 35
    • 34249018250 scopus 로고    scopus 로고
    • A hybrid quantum-inspired genetic algorithm for multiobjective flow shop scheduling
    • Jun.
    • B. B. Li and L. Wang, "A hybrid quantum-inspired genetic algorithm for multiobjective flow shop scheduling," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 37, no. 3, pp. 576-591, Jun. 2007.
    • (2007) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.37 , Issue.3 , pp. 576-591
    • Li, B.B.1    Wang, L.2
  • 36
    • 70450032857 scopus 로고    scopus 로고
    • Performance assessment of generalized differential evolution 3 with a given set of constrained multi-objective test problems
    • S. Kukkonen and J. Lampinen, "Performance assessment of generalized differential evolution 3 with a given set of constrained multi-objective test problems," in Proc. IEEE Congr. Evol. Comput., 2009, pp. 1943-1950.
    • Proc. IEEE Congr. Evol. Comput., 2009 , pp. 1943-1950
    • Kukkonen, S.1    Lampinen, J.2
  • 37
    • 67349108023 scopus 로고    scopus 로고
    • Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II
    • Apr.
    • H. Li and Q. Zhang, "Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II," IEEE Trans. Evol. Comput., vol. 13, no. 2, pp. 284-302, Apr. 2009.
    • (2009) IEEE Trans. Evol. Comput. , vol.13 , Issue.2 , pp. 284-302
    • Li, H.1    Zhang, Q.2
  • 38
    • 40249102027 scopus 로고    scopus 로고
    • RM-MEDA: A regularity model-based multiobjective estimation of distribution algorithm
    • Feb.
    • Q. Zhang, A. Zhou, and Y. Jin, "RM-MEDA: A regularity model-based multiobjective estimation of distribution algorithm," IEEE Trans. Evol. Comput., vol. 12, no. 1, pp. 41-63, Feb. 2008.
    • (2008) IEEE Trans. Evol. Comput. , vol.12 , Issue.1 , pp. 41-63
    • Zhang, Q.1    Zhou, A.2    Jin, Y.3
  • 39
    • 0037936616 scopus 로고    scopus 로고
    • Properties of an adaptive archiving algorithm for storing nondominated vectors
    • Apr.
    • J. D. Knowles and D. W. 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.W.2
  • 41
    • 33749867996 scopus 로고    scopus 로고
    • A distributed cooperative coevolutionary algorithm for multiobjective optimization
    • Oct.
    • K. C. Tan, Y. J. Yang, and C. K. Goh, "A distributed cooperative coevolutionary algorithm for multiobjective optimization," IEEE Trans. Evol. Comput., vol. 10, no. 5, pp. 527-549, Oct. 2006.
    • (2006) IEEE Trans. Evol. Comput. , vol.10 , Issue.5 , pp. 527-549
    • Tan, K.C.1    Yang, Y.J.2    Goh, C.K.3
  • 42
    • 46849092368 scopus 로고    scopus 로고
    • Grid implementation of a parallel multiobjective genetic algorithm for optimized allocation of chlorination stations in drinking water distribution systems: Chojnice case study
    • Jul.
    • G. Ewald,W. Kurek, and M. A. Brdys, "Grid implementation of a parallel multiobjective genetic algorithm for optimized allocation of chlorination stations in drinking water distribution systems: Chojnice case study," IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 38, no. 4, pp. 497-509, Jul. 2008.
    • (2008) IEEE Trans. Syst., Man, Cybern. C, Appl. Rev. , vol.38 , Issue.4 , pp. 497-509
    • Ewald, G.1    Kurek, W.2    Brdys, M.A.3
  • 43
    • 52349086355 scopus 로고    scopus 로고
    • PSO-based multiobjective optimization with dynamic population size and adaptive local archives
    • Oct.
    • W. F. Leong and G. G. Yen, "PSO-based multiobjective optimization with dynamic population size and adaptive local archives," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 38, no. 5, pp. 1270-1293, Oct. 2008.
    • (2008) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.38 , Issue.5 , pp. 1270-1293
    • Leong, W.F.1    Yen, G.G.2
  • 44
    • 67650697965 scopus 로고    scopus 로고
    • Dynamic multiple swarms in multiobjective particle swarm optimization
    • Jul.
    • G. G. Yen and W. F. Leong, "Dynamic multiple swarms in multiobjective particle swarm optimization," IEEE Trans. Syst., Man, Cybern. A, Syst., Humans, vol. 39, no. 4, pp. 890-911, Jul. 2009.
    • (2009) IEEE Trans. Syst., Man, Cybern. A, Syst., Humans , vol.39 , Issue.4 , pp. 890-911
    • Yen, G.G.1    Leong, W.F.2
  • 45
    • 0000599395 scopus 로고    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. Genet. Algorithms, 1985, pp. 93-100.
    • Proc. 1st Int. Conf. Genet. Algorithms, 1985 , pp. 93-100
    • Schaffer, J.D.1
  • 46
    • 11144322214 scopus 로고    scopus 로고
    • Multiobjective optimization using parallel vector evaluated particle swarm optimization
    • K. E. Parsopoulos, D. K. Tasoulis, and M. N. Vrahatis, "Multiobjective optimization using parallel vector evaluated particle swarm optimization," in Proc. Int. Conf. AIA, 2004, pp. 823-828.
    • Proc. Int. Conf. AIA, 2004 , pp. 823-828
    • Parsopoulos, K.E.1    Tasoulis, D.K.2    Vrahatis, M.N.3
  • 47
    • 4344689783 scopus 로고    scopus 로고
    • Autonomous agent response learning by a multi-species particle swarm optimization
    • C. K. Chow and H. T. Tsui, "Autonomous agent response learning by a multi-species particle swarm optimization," in Proc. IEEE Congr. Evol. Comput., 2004, pp. 778-785.
    • Proc. IEEE Congr. Evol. Comput., 2004 , pp. 778-785
    • Chow, C.K.1    Tsui, H.T.2
  • 48
    • 33947136501 scopus 로고    scopus 로고
    • Coevolutionary particle swarm optimization using gaussian distribution for solving constrained optimization problems
    • Dec.
    • R. A. Krohling and L. dos Santos Coelho, "Coevolutionary particle swarm optimization using gaussian distribution for solving constrained optimization problems," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 36, no. 6, pp. 1407-1416, Dec. 2006.
    • (2006) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.36 , Issue.6 , pp. 1407-1416
    • Krohling, R.A.1    Dos Santos Coelho, L.2
  • 49
    • 33749860403 scopus 로고    scopus 로고
    • A review of multiobjective test problems and a scalable test problem toolkit
    • Oct.
    • S. Huband, P. Hingston, L. Barone, and L. While, "A review of multiobjective test problems and a scalable test problem toolkit," IEEE Trans. Evol. Comput., vol. 10, no. 5, pp. 477-506, Oct. 2006.
    • (2006) IEEE Trans. Evol. Comput. , vol.10 , Issue.5 , pp. 477-506
    • Huband, S.1    Hingston, P.2    Barone, L.3    While, L.4
  • 50
    • 0034199979 scopus 로고    scopus 로고
    • Comparison of multiobjective evolutionary algorithms: Empirical results
    • Jun.
    • E. Zitzler, K. Deb, and L. Thiele, "Comparison of multiobjective evolutionary algorithms: Empirical results," Evol. Comput., vol. 8, no. 2, pp. 173-195, Jun. 2000.
    • (2000) Evol. Comput. , vol.8 , Issue.2 , pp. 173-195
    • Zitzler, E.1    Deb, K.2    Thiele, L.3
  • 52
    • 24344435210 scopus 로고    scopus 로고
    • A scalable multiobjective test problem toolkit
    • Berlin, Germany: Springer-Verlag, Mar.
    • S. Huband, L. Barone, L. While, and P. Hingston, "A scalable multiobjective test problem toolkit," in Lecture Notes in Computer Science, vol. 3410. Berlin, Germany: Springer-Verlag, Mar. 2005, pp. 280-295.
    • (2005) Lecture Notes in Computer Science , vol.3410 , pp. 280-295
    • Huband, S.1    Barone, L.2    While, L.3    Hingston, P.4
  • 54
    • 32644449879 scopus 로고    scopus 로고
    • Comprehensive learning particle swarm optimizer for solving multiobjective optimization problems
    • Feb.
    • V. L. Huang, P. N. Suganthan, and J. J. Liang, "Comprehensive learning particle swarm optimizer for solving multiobjective optimization problems," Int. J. Intell. Syst., vol. 21, no. 2, pp. 209-226, Feb. 2006.
    • (2006) Int. J. Intell. Syst. , vol.21 , Issue.2 , pp. 209-226
    • Huang, V.L.1    Suganthan, P.N.2    Liang, J.J.3
  • 55
    • 24344480582 scopus 로고    scopus 로고
    • Improving PSO-based multi-objective optimization using crowding, mutation and?-dominance
    • Berlin, Germany: Springer-Verlag, Mar.
    • M. R. Sierra and C. A. C. Coello, "Improving PSO-based multi-objective optimization using crowding, mutation and ?-dominance," in Lecture Notes in Computer Science, vol. 3410. Berlin, Germany: Springer-Verlag, Mar. 2005, pp. 505-519.
    • (2005) Lecture Notes in Computer Science , vol.3410 , pp. 505-519
    • Sierra, M.R.1    Coello, C.A.C.2
  • 57
    • 43649104172 scopus 로고    scopus 로고
    • SSPMO: A scatter tabu search procedure for non-linear multiobjective optimization
    • Jan.
    • J. Molina, M. Laguna, R. Marté, and R. Caballero, "SSPMO: A scatter tabu search procedure for non-linear multiobjective optimization," INFORMS J. Comput., vol. 19, no. 1, pp. 91-100, Jan. 2007.
    • (2007) INFORMS J. Comput. , vol.19 , Issue.1 , pp. 91-100
    • Molina, J.1    Laguna, M.2    Marté, R.3    Caballero, R.4
  • 58
    • 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
  • 59
    • 34250179835 scopus 로고    scopus 로고
    • Clustering-based adaptive crossover and mutation probabilities for genetic algorithms
    • Jun.
    • J. Zhang, H. Chung, and W. L. Lo, "Clustering-based adaptive crossover and mutation probabilities for genetic algorithms," IEEE Trans. Evol. Comput., vol. 11, no. 3, pp. 326-335, Jun. 2007.
    • (2007) IEEE Trans. Evol. Comput. , vol.11 , Issue.3 , pp. 326-335
    • Zhang, J.1    Chung, H.2    Lo, W.L.3
  • 60
    • 77957608039 scopus 로고    scopus 로고
    • Hybrid genetic algorithm using a forward encoding scheme for lifetime maximization of wireless sensor networks
    • Oct.
    • X. M. Hu, J. Zhang, Y. Yu, Y. L. Li, X. N. Luo, and Y. H. Shi, "Hybrid genetic algorithm using a forward encoding scheme for lifetime maximization of wireless sensor networks," IEEE Trans. Evol. Comput., vol. 14, no. 5, pp. 766-781, Oct. 2010.
    • (2010) IEEE Trans. Evol. Comput. , vol.14 , Issue.5 , pp. 766-781
    • Hu, X.M.1    Zhang, J.2    Yu, Y.3    Li, Y.L.4    Luo, X.N.5    Shi, Y.H.6
  • 61
    • 77953120128 scopus 로고    scopus 로고
    • An efficient ant colony system based on receding horizon control for the aircraft arrival sequencing and scheduling problem
    • Jun.
    • Z. H. Zhan, J. Zhang, Y. Li, O. Liu, S. K. Kwok,W. H. Ip, and O. Kaynak, "An efficient ant colony system based on receding horizon control for the aircraft arrival sequencing and scheduling problem," IEEE Trans. Intell. Transp. Syst., vol. 11, no. 2, pp. 399-412, Jun. 2010.
    • (2010) IEEE Trans. Intell. Transp. Syst. , vol.11 , Issue.2 , pp. 399-412
    • Zhan, Z.H.1    Zhang, J.2    Li, Y.3    Liu, O.4    Kwok, S.K.5    Ip, W.H.6    Kaynak, O.7
  • 62
    • 58649085246 scopus 로고    scopus 로고
    • An ant colony optimization approach to a grid workflow scheduling problem with various QoS requirements
    • Jan.
    • W. N. Chen and J. Zhang, "An ant colony optimization approach to a grid workflow scheduling problem with various QoS requirements," IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 39, no. 1, pp. 29-43, Jan. 2009.
    • (2009) IEEE Trans. Syst., Man, Cybern. C, Appl. Rev. , vol.39 , Issue.1 , pp. 29-43
    • Chen, W.N.1    Zhang, J.2
  • 63
    • 84860214713 scopus 로고    scopus 로고
    • An ant colony optimization approach for maximizing the lifetime of heterogeneous wireless sensor networks
    • May
    • Y. Lin, J. Zhang, H. Chung, Y. Li, and Y. H. Shi, "An ant colony optimization approach for maximizing the lifetime of heterogeneous wireless sensor networks," IEEE Trans. Syst., Man, Cybern. C, Appl. Rev., vol. 42, no. 3, pp. 408-420, May 2012.
    • (2012) IEEE Trans. Syst., Man, Cybern. C, Appl. Rev. , vol.42 , Issue.3 , pp. 408-420
    • Lin, Y.1    Zhang, J.2    Chung, H.3    Li, Y.4    Shi, Y.H.5
  • 64
    • 77951285978 scopus 로고    scopus 로고
    • Memetic compact differential evolution for cartesian robot control
    • May
    • F. Neri and E. Mininno, "Memetic compact differential evolution for cartesian robot control," IEEE Comput. Intell. Mag., vol. 5, no. 2, pp. 54-65, May 2010.
    • (2010) IEEE Comput. Intell. Mag. , vol.5 , Issue.2 , pp. 54-65
    • Neri, F.1    Mininno, E.2
  • 65
    • 84881161667 scopus 로고    scopus 로고
    • A differential evolution algorithm with dual populations for solving periodic railway timetable scheduling problem
    • to be published
    • J. H. Zhong, M. Shen, J. Zhang, H. S.-H. Chung, Y. H. Shi, and Y. Li, "A differential evolution algorithm with dual populations for solving periodic railway timetable scheduling problem," IEEE Trans. Evol. Comput., 2012, to be published.
    • (2012) IEEE Trans. Evol. Comput.
    • Zhong, J.H.1    Shen, M.2    Zhang, J.3    Chung, H.S.-H.4    Shi, Y.H.5    Li, Y.6
  • 68
    • 77951278725 scopus 로고    scopus 로고
    • Memetic computation-Past, present & future
    • May
    • Y. S. Ong, M. Lim, and X. S. Chen, "Memetic computation-Past, present & future," IEEE Comput. Intell. Mag., vol. 5, no. 2, pp. 24-31, May 2010.
    • (2010) IEEE Comput. Intell. Mag. , vol.5 , Issue.2 , pp. 24-31
    • Ong, Y.S.1    Lim, M.2    Chen, X.S.3
  • 70
    • 77951263213 scopus 로고    scopus 로고
    • Towards a memetic feature selection paradigm
    • May
    • Z. Zhu, S. Jia, and Z. Ji, "Towards a memetic feature selection paradigm," IEEE Comput. Intell. Mag., vol. 5, no. 2, pp. 41-53, May 2010.
    • (2010) IEEE Comput. Intell. Mag. , vol.5 , Issue.2 , pp. 41-53
    • Zhu, Z.1    Jia, S.2    Ji, Z.3
  • 71
    • 77951266763 scopus 로고    scopus 로고
    • Natural and remote sensing image segmentation using memetic computing
    • May
    • L. C. Jiao, M. G. Gong, S. Wang, B. Hou, Z. Zheng, and Q. D. Wu, "Natural and remote sensing image segmentation using memetic computing," IEEE Comput. Intell. Mag., vol. 5, no. 2, pp. 78-91, May 2010.
    • (2010) IEEE Comput. Intell. Mag. , vol.5 , Issue.2 , pp. 78-91
    • Jiao, L.C.1    Gong, M.G.2    Wang, S.3    Hou, B.4    Zheng, Z.5    Wu, Q.D.6
  • 73
    • 82455205925 scopus 로고    scopus 로고
    • Orthogonal learning particle swarm optimization
    • Dec.
    • Z. H. Zhan, J. Zhang, Y. Li, and Y. H. Shi, "Orthogonal learning particle swarm optimization," IEEE Trans. Evol. Comput., vol. 15, no. 6, pp. 832-847, Dec. 2011.
    • (2011) IEEE Trans. Evol. Comput. , vol.15 , Issue.6 , pp. 832-847
    • Zhan, Z.H.1    Zhang, J.2    Li, Y.3    Shi, Y.H.4
  • 74
    • 77950297194 scopus 로고    scopus 로고
    • A novel set-based particle swarm optimization method for discrete optimization problems
    • Apr.
    • W. N. Chen, J. Zhang, H. Chung, W. L. Zhong, and Y. H. Shi, "A novel set-based particle swarm optimization method for discrete optimization problems," IEEE Trans. Evol. Comput., vol. 14, no. 2, pp. 278-300, Apr. 2010.
    • (2010) IEEE Trans. Evol. Comput. , vol.14 , Issue.2 , pp. 278-300
    • Chen, W.N.1    Zhang, J.2    Chung, H.3    Zhong, W.L.4    Shi, Y.H.5
  • 77
    • 7744219967 scopus 로고    scopus 로고
    • Dynamic multiobjective optimization problems: Test cases, approximations, and applications
    • Oct.
    • M. Farina, K. Deb, and P. Amato, "Dynamic multiobjective optimization problems: Test cases, approximations, and applications," IEEE Trans. Evol. Comput., vol. 8, no. 5, pp. 425-442, Oct. 2004.
    • (2004) IEEE Trans. Evol. Comput. , vol.8 , Issue.5 , pp. 425-442
    • Farina, M.1    Deb, K.2    Amato, P.3
  • 78
    • 59749105367 scopus 로고    scopus 로고
    • A competitive-cooperative coevolutionary paradigm for dynamic multi-objective optimization
    • Feb.
    • C. K. Goh and K. C. Tan, "A competitive-cooperative coevolutionary paradigm for dynamic multi-objective optimization," IEEE Trans. Evol. Comput., vol. 13, no. 1, pp. 103-127, Feb. 2009.
    • (2009) IEEE Trans. Evol. Comput. , vol.13 , Issue.1 , pp. 103-127
    • Goh, C.K.1    Tan, K.C.2
  • 79
    • 34250213640 scopus 로고    scopus 로고
    • An investigation on noisy environments in evolutionary multiobjective optimization
    • Jun.
    • C. K. Goh and K. C. Tan, "An investigation on noisy environments in evolutionary multiobjective optimization," IEEE Trans. Evol. Comput., vol. 11, no. 3, pp. 354-381, Jun. 2007.
    • (2007) IEEE Trans. Evol. Comput. , vol.11 , Issue.3 , pp. 354-381
    • Goh, C.K.1    Tan, K.C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.