메뉴 건너뛰기




Volumn 19, Issue 3, 2015, Pages 445-460

A decomposition-based evolutionary algorithm for many objective optimization

Author keywords

Adaptive epsilon constraint handling; decomposition; evolutionary algorithm; many objective optimization

Indexed keywords

ALGORITHMS; BENCHMARKING; DECOMPOSITION; OPTIMIZATION; PROBLEM SOLVING; WATER MANAGEMENT; WATER RESOURCES;

EID: 84930939687     PISSN: 1089778X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEVC.2014.2339823     Document Type: Article
Times cited : (376)

References (48)
  • 2
    • 0036530772 scopus 로고    scopus 로고
    • A fast and elitist multiobjective genetic algorithm: NSGA-II
    • Apr
    • K. Deb, A. Pratap, S. Agarwal, 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    Pratap, A.2    Agarwal, S.3    Meyarivan, T.4
  • 3
    • 2942547409 scopus 로고    scopus 로고
    • SPEA2: Improving the strength Pareto evolutionary algorithm for multi-objective optimisation
    • Barcelona, Spain
    • E. Zitzler, M. Laumanns, and L. Thiele, "SPEA2: Improving the strength Pareto evolutionary algorithm for multi-objective optimisation," in Proc. EUROGEN Conf., Barcelona, Spain, 2002, pp. 95-100.
    • (2002) Proc. EUROGEN Conf. , pp. 95-100
    • Zitzler, E.1    Laumanns, M.2    Thiele, L.3
  • 4
    • 37249075984 scopus 로고    scopus 로고
    • Substitute distance assignment in NSGA-II for handling many-objective optimization problems
    • S. Obayashi, Ed. Berlin, Germany: Springer
    • M. Koppen and K. Yoshida, "Substitute distance assignment in NSGA-II for handling many-objective optimization problems," in Evolutionary Multi-Criterion Optimization, vol. 4403, S. Obayashi, Ed. Berlin, Germany: Springer, 2007, pp. 727-741.
    • (2007) Evolutionary Multi-Criterion Optimization , vol.4403 , pp. 727-741
    • Koppen, M.1    Yoshida, K.2
  • 5
    • 58349116513 scopus 로고    scopus 로고
    • A study on the performance of substitute distance based approaches for evolutionary many objective optimization
    • X. Li, Ed. Berlin, Germany: Springer
    • H. K. Singh, A. Isaacs, T. Ray, and W. Smith, "A study on the performance of substitute distance based approaches for evolutionary many objective optimization," in Simulated Evolution and Learning, vol. 5361, X. Li, Ed. Berlin, Germany: Springer, 2008, pp. 401-410.
    • (2008) Simulated Evolution and Learning , vol.5361 , pp. 401-410
    • Singh, H.K.1    Isaacs, A.2    Ray, T.3    Smith, W.4
  • 6
    • 79952759197 scopus 로고    scopus 로고
    • Average rank domination relation for NSGA-II and SMPSO algorithms for many-objective optimization
    • Fukuoka, Japan
    • S. Kachroudi and M. Grossard, "Average rank domination relation for NSGA-II and SMPSO algorithms for many-objective optimization," in Proc. 2nd World Congr. Nature Biol. Inspired Comput. (NaBIC), Fukuoka, Japan, 2010, pp. 19-24.
    • (2010) Proc. 2nd World Congr. Nature Biol. Inspired Comput. (NaBIC) , pp. 19-24
    • Kachroudi, S.1    Grossard, M.2
  • 7
    • 39049150324 scopus 로고    scopus 로고
    • A new fuzzy dominance GA applied to solve many-objective optimization problem
    • Kumamoto, Japan
    • G. Wang and J. Wu, "A new fuzzy dominance GA applied to solve many-objective optimization problem," in Proc. 2nd Int. Conf. Innov. Comput. Inf. Control (ICICIC), Kumamoto, Japan, 2007, pp. 617-621.
    • (2007) Proc. 2nd Int. Conf. Innov. Comput. Inf. Control (ICICIC) , pp. 617-621
    • Wang, G.1    Wu, J.2
  • 8
    • 52349093854 scopus 로고    scopus 로고
    • A new evolutionary algorithm for solving many-objective optimization problems
    • Oct
    • X. Zou, Y. Chen, M. Liu, and L. Kang, "A new evolutionary algorithm for solving many-objective optimization problems," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 38, no. 5, pp. 1402-1412, Oct. 2008.
    • (2008) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.38 , Issue.5 , pp. 1402-1412
    • Zou, X.1    Chen, Y.2    Liu, M.3    Kang, L.4
  • 9
    • 84866883070 scopus 로고    scopus 로고
    • Diagnostic assessment of the Borg MOEA for many-objective product family design problems
    • Brisbane, QLD, Australia, Jun
    • D. Hadka, P. M. Reed, and T. W. Simpson, "Diagnostic assessment of the Borg MOEA for many-objective product family design problems," in Proc. IEEE World Congr. Comput. Intell., Brisbane, QLD, Australia, Jun. 2012, pp. 10-15.
    • (2012) Proc. IEEE World Congr. Comput. Intell. , pp. 10-15
    • Hadka, D.1    Reed, P.M.2    Simpson, T.W.3
  • 11
    • 37249034215 scopus 로고    scopus 로고
    • Non-linear dimensionality reduction procedures for certain large-dimensional multi-objective optimization problems: Employing correntropy and a novel maximum variance unfolding
    • S. Obayashi, K. Deb, C. Poloni, T. Hiroyasu, and T. Murata, Eds. Berlin, Germany: Springer
    • D. K. Saxena and K. Deb, "Non-linear dimensionality reduction procedures for certain large-dimensional multi-objective optimization problems: Employing correntropy and a novel maximum variance unfolding," in Evolutionary Multi-Criterion Optimization (Lecture Notes in Computer Science), vol. 4403, S. Obayashi, K. Deb, C. Poloni, T. Hiroyasu, and T. Murata, Eds. Berlin, Germany: Springer, 2007, pp. 772-787.
    • (2007) Evolutionary Multi-Criterion Optimization (Lecture Notes in Computer Science) , vol.4403 , pp. 772-787
    • Saxena, D.K.1    Deb, K.2
  • 12
    • 55749098262 scopus 로고    scopus 로고
    • Dimensionality reduction of objectives and constraints in multi-objective optimization problems: A system design perspective
    • Hong Kong
    • D. K. Saxena and K. Deb, "Dimensionality reduction of objectives and constraints in multi-objective optimization problems: A system design perspective," in Proc. IEEE Congr. Evol. Comput., Hong Kong, 2008, pp. 3204-3211.
    • (2008) Proc. IEEE Congr. Evol. Comput. , pp. 3204-3211
    • Saxena, D.K.1    Deb, K.2
  • 13
    • 79961027662 scopus 로고    scopus 로고
    • A Pareto corner search evolutionary algorithm and dimensionality reduction in many-objective optimization problems
    • Aug
    • H. K. Singh, A. Isaacs, and T. Ray, "A Pareto corner search evolutionary algorithm and dimensionality reduction in many-objective optimization problems," IEEE Trans. Evol. Comput., vol. 15, no. 4, pp. 539-556, Aug. 2011.
    • (2011) IEEE Trans. Evol. Comput. , vol.15 , Issue.4 , pp. 539-556
    • Singh, H.K.1    Isaacs, A.2    Ray, T.3
  • 14
    • 77957600209 scopus 로고    scopus 로고
    • An interactive evolutionary multi-objective optimization method based on progressively approximated value functions
    • Oct
    • K. Deb, A. Sinha, P. J. Korhonen, and J. Wallenius, "An interactive evolutionary multi-objective optimization method based on progressively approximated value functions," IEEE Trans. Evol. Comput., vol. 14, no. 5, pp. 723-739, Oct. 2010.
    • (2010) IEEE Trans. Evol. Comput. , vol.14 , Issue.5 , pp. 723-739
    • Deb, K.1    Sinha, A.2    Korhonen, P.J.3    Wallenius, J.4
  • 15
    • 84931338189 scopus 로고    scopus 로고
    • Specification of genetic search directions in cellular multi-objective genetic algorithms
    • E. Zitzler, Ed. Berlin, Germany: Springer
    • T. Murata, H. Ishibuchi, and M. Gen, "Specification of genetic search directions in cellular multi-objective genetic algorithms," in Evolutionary Multi-Criterion Optimization (Lecture Notes in Computer Science), vol. 1993, E. Zitzler, Ed. Berlin, Germany: Springer, 2001, pp. 82-95.
    • (2001) Evolutionary Multi-Criterion Optimization (Lecture Notes in Computer Science) , vol.1993 , pp. 82-95
    • Murata, T.1    Ishibuchi, H.2    Gen, M.3
  • 16
    • 34548108555 scopus 로고    scopus 로고
    • MOEA/D: A multiobjective evolutionary algorithm based on decomposition
    • Dec
    • Q. Zhang and H. Li, "MOEA/D: A multiobjective 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
  • 17
    • 37248999403 scopus 로고    scopus 로고
    • Pareto-, aggregation-, and indicator-based methods in many-objective optimization
    • S. Obayashi, Ed. Berlin, Germany: Springer
    • T. Wagner, N. Beume, and B. Naujoks, "Pareto-, aggregation-, and indicator-based methods in many-objective optimization," in Evolutionary Multi-Criterion Optimization, vol. 4403, S. Obayashi, Ed. Berlin, Germany: Springer, 2007, pp. 742-756.
    • (2007) Evolutionary Multi-Criterion Optimization , vol.4403 , pp. 742-756
    • Wagner, T.1    Beume, N.2    Naujoks, B.3
  • 18
    • 79955353433 scopus 로고    scopus 로고
    • MSOPS-II: A general-purpose many-objective optimiser
    • Singapore
    • E. J. Hughes, "MSOPS-II: A general-purpose many-objective optimiser," in Proc. IEEE Congr. Evol. Comput., Singapore, 2007, pp. 3944-3951.
    • (2007) Proc. IEEE Congr. Evol. Comput. , pp. 3944-3951
    • Hughes, E.J.1
  • 19
    • 33947669974 scopus 로고    scopus 로고
    • SMS-EMOA: Multiobjective selection based on dominated hypervolume
    • N. Beume, B. Naujoks, and M. Emmerich, "SMS-EMOA: Multiobjective selection based on dominated hypervolume," Eur. J. Oper. Res., vol. 181, no. 3, pp. 1653-1669, 2006.
    • (2006) Eur. J. Oper. Res. , vol.181 , Issue.3 , pp. 1653-1669
    • Beume, N.1    Naujoks, B.2    Emmerich, M.3
  • 22
    • 80053403984 scopus 로고    scopus 로고
    • Multi-objective optimization by decomposition with Pareto-adaptive weight vectors
    • Shanghai, China
    • S. Jiang, Z. Cai, J. Zhang, and Y.-S. Ong, "Multi-objective optimization by decomposition with Pareto-adaptive weight vectors," in Proc. 7th Int. Conf. Natural Comput., Shanghai, China, 2011, pp. 1260-1264.
    • (2011) Proc. 7th Int. Conf. Natural Comput. , pp. 1260-1264
    • Jiang, S.1    Cai, Z.2    Zhang, J.3    Ong, Y.-S.4
  • 23
    • 84860905203 scopus 로고    scopus 로고
    • A multiobjective evolutionary algorithm using dynamic weight design method
    • F. Gu, H.-L. Liu, and K. C. Tan, "A multiobjective evolutionary algorithm using dynamic weight design method," Int. J. Innov. Comput. Inf. Control, vol. 8, no. 5, pp. 3677-3688, 2012.
    • (2012) Int. J. Innov. Comput. Inf. Control , vol.8 , Issue.5 , pp. 3677-3688
    • Gu, F.1    Liu, H.-L.2    Tan, K.C.3
  • 24
    • 84875523280 scopus 로고    scopus 로고
    • Approximation model guided selection for evolutionary multiobjective optimization
    • R. Purshouse, Ed. Berlin, Germany: Springer
    • A. Zhou, Q. Zhang, and G. Zhang, "Approximation model guided selection for evolutionary multiobjective optimization," in Evolutionary Multi-Criterion Optimization (Lecture Notes in Computer Science), vol. 7811, R. Purshouse, Ed. Berlin, Germany: Springer, 2013, pp. 398-412.
    • (2013) Evolutionary Multi-Criterion Optimization (Lecture Notes in Computer Science) , vol.7811 , pp. 398-412
    • Zhou, A.1    Zhang, Q.2    Zhang, G.3
  • 25
    • 84905581607 scopus 로고    scopus 로고
    • An evolutionary many-objective optimization algorithm using reference-point based non-dominated sorting approach, part I: Solving problems with box constraints
    • Sep
    • K. Deb and H. Jain, "An evolutionary many-objective optimization algorithm using reference-point based non-dominated sorting approach, part I: Solving problems with box constraints," IEEE Trans. Evol. Comput., vol. 18, no. 4, pp. 577-601, Sep. 2013.
    • (2013) IEEE Trans. Evol. Comput. , vol.18 , Issue.4 , pp. 577-601
    • Deb, K.1    Jain, H.2
  • 26
    • 84875527273 scopus 로고    scopus 로고
    • A decomposition based evolutionary algorithm for many objective optimization with systematic sampling and adaptive epsilon control
    • R. Purshouse, Ed. Berlin, Germany: Springer
    • M. Asafuddoula, T. Ray, and R. Sarker, "A decomposition based evolutionary algorithm for many objective optimization with systematic sampling and adaptive epsilon control," in Evolutionary Multi-Criterion Optimization (Lecture Notes in Computer Science), vol. 7811, R. Purshouse, Ed. Berlin, Germany: Springer, 2013, pp. 413-427.
    • (2013) Evolutionary Multi-Criterion Optimization (Lecture Notes in Computer Science) , vol.7811 , pp. 413-427
    • Asafuddoula, M.1    Ray, T.2    Sarker, R.3
  • 27
    • 84881594504 scopus 로고    scopus 로고
    • A steady state decomposition based quantum genetic algorithm for many objective optimization
    • Cancun, Mexico
    • T. Ray, M. Asafuddoula, and A. Isaacs, "A steady state decomposition based quantum genetic algorithm for many objective optimization," in Proc. IEEE Congr. Evol. Comput., Cancun, Mexico, 2013, pp. 2817-2824.
    • (2013) Proc. IEEE Congr. Evol. Comput. , pp. 2817-2824
    • Ray, T.1    Asafuddoula, M.2    Isaacs, A.3
  • 28
    • 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
  • 29
    • 84875724394 scopus 로고    scopus 로고
    • MOEA/D + uniform design: A new version of MOEA/D for optimization problems with many objectives
    • Jan
    • Y. Y. Tan, Y. C. Jiao, H. Lib, and X. K. Wang, "MOEA/D + uniform design: A new version of MOEA/D for optimization problems with many objectives," Comp. Oper. Res., vol. 40, pp. 1648-1660, Jan. 2013.
    • (2013) Comp. Oper. Res. , vol.40 , pp. 1648-1660
    • Tan, Y.Y.1    Jiao, Y.C.2    Lib, H.3    Wang, X.K.4
  • 31
    • 27344446970 scopus 로고    scopus 로고
    • Constrained optimization by applying the a constrained method to the nonlinear simplex method with mutations
    • Oct
    • T. Takahama and S. Sakai, "Constrained optimization by applying the a constrained method to the nonlinear simplex method with mutations," IEEE Trans. Evol. Comput., vol. 9, no. 5, pp. 437-451, Oct. 2005.
    • (2005) IEEE Trans. Evol. Comput. , vol.9 , Issue.5 , pp. 437-451
    • Takahama, T.1    Sakai, S.2
  • 32
    • 84875528853 scopus 로고    scopus 로고
    • A grid-based evolutionary algorithm for many-objective optimization
    • Oct
    • S. Yang, M. Li, X. Liu, and J. Zheng, "A grid-based evolutionary algorithm for many-objective optimization," IEEE Trans. Evol. Comput., vol. 17, no. 5, pp. 721-736, Oct. 2013.
    • (2013) IEEE Trans. Evol. Comput. , vol.17 , Issue.5 , pp. 721-736
    • Yang, S.1    Li, M.2    Liu, X.3    Zheng, J.4
  • 33
    • 84881178765 scopus 로고    scopus 로고
    • Preference-inspired coevolutionary algorithms for many-objective optimization
    • Aug
    • R. Wang, R. C. Purshouse, and P. J. Fleming, "Preference-inspired coevolutionary algorithms for many-objective optimization," IEEE Trans. Evol. Comput., vol. 17, no. 4, pp. 474-494, Aug. 2013.
    • (2013) IEEE Trans. Evol. Comput. , vol.17 , Issue.4 , pp. 474-494
    • Wang, R.1    Purshouse, R.C.2    Fleming, P.J.3
  • 34
    • 79953276040 scopus 로고    scopus 로고
    • Diversity management in evolutionary many-objective optimization
    • Apr
    • S. F. Adra and P. J. Fleming, "Diversity management in evolutionary many-objective optimization," IEEE Trans. Evol. Comput., vol. 15, no. 2, pp. 183-195, Apr. 2011.
    • (2011) IEEE Trans. Evol. Comput. , vol.15 , Issue.2 , pp. 183-195
    • Adra, S.F.1    Fleming, P.J.2
  • 35
    • 84890881764 scopus 로고    scopus 로고
    • A novel diversity maintenance scheme for evolutionary multi-objective optimization
    • H. Yin, K. Tang, Y. Gao, F. Klawonn, M. Lee, T. Weise, B. Li, and X. Yao, Eds. Berlin, Germany: Springer
    • S. Gee, X. Qiu, and K. C. Tan, "A novel diversity maintenance scheme for evolutionary multi-objective optimization," in Intelligent Data Engineering and Automated Learning (IDEAL) (Lecture Notes in Computer Science), vol. 8206, H. Yin, K. Tang, Y. Gao, F. Klawonn, M. Lee, T. Weise, B. Li, and X. Yao, Eds. Berlin, Germany: Springer, 2013, pp. 270-277.
    • (2013) Intelligent Data Engineering and Automated Learning (IDEAL) (Lecture Notes in Computer Science) , vol.8206 , pp. 270-277
    • Gee, S.1    Qiu, X.2    Tan, K.C.3
  • 36
    • 27144473875 scopus 로고    scopus 로고
    • Evolutionary many-objective optimisation: Many once or one many?
    • Edinburgh, U.K
    • E. J. Hughes, "Evolutionary many-objective optimisation: Many once or one many?" in Proc. IEEE Congr. Evol. Comput., vol. 1. Edinburgh, U.K., 2005, pp. 222-227.
    • (2005) Proc. IEEE Congr. Evol. Comput. , vol.1 , pp. 222-227
    • Hughes, E.J.1
  • 37
    • 84905579836 scopus 로고    scopus 로고
    • An evolutionary many-objective optimization algorithm using reference-point based non-dominated sorting approach, part II: Handling constraints and extending to an adaptive approach
    • Aug
    • H. Jain and K. Deb, "An evolutionary many-objective optimization algorithm using reference-point based non-dominated sorting approach, part II: Handling constraints and extending to an adaptive approach," IEEE Trans. Evol. Comput., vol. 18, no. 4, pp. 602-622, Aug. 2014.
    • (2014) IEEE Trans. Evol. Comput. , vol.18 , Issue.4 , pp. 602-622
    • Jain, H.1    Deb, K.2
  • 38
    • 67349108023 scopus 로고    scopus 로고
    • Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II
    • Sep
    • 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, Sep. 2008.
    • (2008) IEEE Trans. Evol. Comput. , vol.13 , Issue.2 , pp. 284-302
    • Li, H.1    Zhang, Q.2
  • 39
    • 84889582682 scopus 로고    scopus 로고
    • Variable space diversity, crossover and mutation in MOEA solving many-objective knapsack problems
    • H. Sato, H. Aguirre, and K. Tanaka, "Variable space diversity, crossover and mutation in MOEA solving many-objective knapsack problems," Ann. Math. Artif. Intell., vol. 68, no. 4, pp. 197-224, 2013.
    • (2013) Ann. Math. Artif. Intell. , vol.68 , Issue.4 , pp. 197-224
    • Sato, H.1    Aguirre, H.2    Tanaka, K.3
  • 40
    • 84922517647 scopus 로고    scopus 로고
    • Behavior of multi-objective evolutionary algorithms on many-objective knapsack problems
    • [Online]. Available
    • H. Ishibuchi, N. Akedo, and Y. Nojima, "Behavior of multi-objective evolutionary algorithms on many-objective knapsack problems," IEEE Trans. Evol. Comput. [Online]. Available: http://ieeexplore.ieee.org/xpl/articleDetails.jsp?tp=&arnumber=6782742&queryText%3D2315442
    • IEEE Trans. Evol. Comput
    • Ishibuchi, H.1    Akedo, N.2    Nojima, Y.3
  • 41
    • 0000991259 scopus 로고
    • Simulated binary crossover for continuous search space
    • K. Deb and R. B. Agarwal, "Simulated binary crossover for continuous search space," Complex Syst., vol. 9, no. 2, pp. 115-148, 1995.
    • (1995) Complex Syst. , vol.9 , Issue.2 , pp. 115-148
    • Deb, K.1    Agarwal, R.B.2
  • 42
    • 60349096662 scopus 로고    scopus 로고
    • Research on performance measures of multiobjective optimization evolutionary algorithms
    • Xiamen, China
    • Z. Lili and Z. Wenhua, "Research on performance measures of multiobjective optimization evolutionary algorithms," in Proc. 3rd Int. Conf. Intell. Syst. Knowledge Eng. (ISKE), vol. 1. Xiamen, China, 2008, pp. 502-507.
    • (2008) Proc. 3rd Int. Conf. Intell. Syst. Knowledge Eng. (ISKE) , vol.1 , pp. 502-507
    • Lili, Z.1    Wenhua, Z.2
  • 43
    • 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
  • 45
    • 84866860135 scopus 로고    scopus 로고
    • Handling many-objective problems using an improved NSGA-II procedure
    • Brisbane, QLD, Australia, Jun
    • K. Deb and H. Jain, "Handling many-objective problems using an improved NSGA-II procedure," in Proc. IEEE World Congr. Comput. Intell., Brisbane, QLD, Australia, Jun. 2012, pp. 10-15.
    • (2012) Proc. IEEE World Congr. Comput. Intell. , pp. 10-15
    • Deb, K.1    Jain, H.2
  • 46
    • 0000543755 scopus 로고    scopus 로고
    • An evolutionary algorithm for multiobjective optimization
    • T. Ray, K. Tai, and K. C. Seow, "An evolutionary algorithm for multiobjective optimization," Eng. Optim., vol. 33, no. 3, pp. 399-424, 2001.
    • (2001) Eng. Optim. , vol.33 , Issue.3 , pp. 399-424
    • Ray, T.1    Tai, K.2    Seow, K.C.3
  • 47
    • 79960890945 scopus 로고    scopus 로고
    • JMetal: A java framework for multi-objective optimization
    • J. Durillo and A. Nebro, "jMetal: A java framework for multi-objective optimization," Adv. Eng. Softw., vol. 42, no. 10, pp. 760-771, 2011.
    • (2011) Adv. Eng. Softw. , vol.42 , Issue.10 , pp. 760-771
    • Durillo, J.1    Nebro, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.