IEEE Computational Intelligence Magazine - August 2019 - 74
using stepwise regression model," Struct. Multidisc. Optim., vol. 35, pp. 561-569, 2007.
[32] M. Li, C. Grosan, S. Yang, X. Liu, and X. Yao,
"Multiline distance minimization: A visualized manyobjective test problem suite," IEEE Trans. Evol. Comput.,
vol. 22, no. 1, pp. 61-78, 2018.
[33] Y. Tian, R. Cheng, X. Zhang, and Y. Jin, "PlatEMO: A MATLAB platform for evolutionary multi-objective optimization," IEEE Comput. Intell. Mag., vol. 12,
no. 4, pp. 73-87, 2017.
[34] E. Zitzler, M. Laumanns, and L. Thiele, "SPEA2:
Improving the strength Pareto evolutionary algorithm for
multiobjective optimization," in Proc. 5th Conf. Evolutionary Methods for Design, Optimization and Control with Applications to Industrial Problems, 2001, pp. 95-100.
[35] E. Zitzler and S. Künzli, "Indicator-based selection
in multiobjective search," in Proc. 8th Int. Conf. Parallel
Problem Solving from Nature, 2004, pp. 832-842.
[36] M. Li, S. Yang, and X. Liu, "Pareto or non-Pareto: Bicriterion evolution in multi-objective optimization," IEEE
Trans. Evol. Comput., vol. 20, no. 5, pp. 645-665, 2016.
[37] N. Beume, B. Naujoks, and M. Emmerich, "SMSEMOA: Multiobjective selection based on dominated
hypervolume," Eur. J. Oper. Res., vol. 181, no. 3, pp.
1653-1669, 2007.
[38] X. Zhang, Y. Tian, R. Cheng, and Y. Jin, "An efficient approach to non-dominated sorting for evolutionary multi-objective optimization," IEEE Trans. Evol.
Comput., vol. 19, no. 2, pp. 201-213, 2015.
[39] K. Deb, Multi-Objective Optimization Using Evolutionary Algorithms. New York: Wiley, 2001.
[40] K. Deb and M. Goyal, "A combined genetic adaptive
search (GeneAS) for engineering design," Comput. Sci.
Inform., vol. 26, no. 4, pp. 30-45, 1996.
[41] Y. Tian, X. Xiang, X. Zhang, R. Cheng, and Y.
Jin, "Sampling reference points on the Pareto fronts of
benchmark multi-objective optimization problems,"
in Proc. 2018 IEEE Congr. Evolutionary Computation, in
press.
[42] E. Zitzler, K. Deb, and L. Thiele, "Comparison
of multiobjective evolutionary algorithms: Empirical
results," Evol. Comput., vol. 8, no. 2, pp. 173-195,
2000.
[43] 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,
2007.
[44] L. B. S. Huband, P. Hingston, 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, 2006.
[45] H. Jain and K. Deb, "An evolutionary many-objective optimization algorithm using reference-point
based nondominated sorting approach, part II: Handling constraints and extending to an adaptive approach," IEEE Trans. Evol. Comput., vol. 18, no. 4, pp.
602-622, 2014.
[46] R. Cheng et al., "A benchmark test suite for evolutionary many-objective optimization," Complex Intell.
Syst., vol. 3, no. 1, pp. 67-81, 2017.
[47] R. Cheng, Y. Jin, M. Olhofer, and B. Sendhoff, "Test
problems for large-scale multiobjective and many-objective optimization," IEEE Trans. Cybern., vol. 47, no. 12,
pp. 4108-4121, 2017.
[48] H.-L. Liu, F. Gu, and Q. Zhang, "Decomposition
of a multiobjective optimization problem into a number
of simple multiobjective subproblems," IEEE Trans. Evol.
Comput., vol. 18, no. 3, pp. 450-455, 2014.
[49] K. Deb, "Multi-objective genetic algorithms: Problem difficulties and construction of test problems," Evol.
Comput., vol. 7, no. 3, pp. 205-230, 1999.
[50] H. Ishibuchi, Y. Setoguchi, H. Masuda, and Y.
Nojima, "Performance of decomposition-based manyobjective algorithms strongly depends on Pareto front
shapes," IEEE Trans. Evol. Comput., vol. 21, no. 2, pp.
169-190, 2017.
[51] J. Brankea, M. Stein, K. Deb, and H. Schmeck,
"Portfolio optimization with an envelope-based multiobjective evolutionary algorithm," Eur. J. Oper. Res., vol.
199, no. 3, pp. 684-693, 2009.
[52] X. Zhang, F. Duan, L. Zhang, F. Cheng, Y. Jin, and
K. Tang, "Pattern recommendation in task-oriented applications: A multi-objective perspective [application
notes]," IEEE Comput. Intell. Mag., vol. 12, no. 3, pp.
43-53, 2017.
[53] G. Rudolph, H. Trautmann, S. Sengupta, and O.
Schütze, "Evenly spaced Pareto front approximations for
tricriteria problems based on triangulation," in Proc. 7th
Int. Conf. Evolutionary Multi-Criterion Optimization, 2013,
vol. 7811, pp. 443-458.
[54] C. Dominguez-Medina, G. Rudolph, O. Schutze, and
H. Trautmann, "Evenly spaced Pareto fronts of quad-objective problems using PSA partitioning technique," in Proc.
2013 IEEE Congr. Evolutionary Computation, pp. 3190-3197.
[55] H. Trautmann, G. Rudolph, C. Dominguez-Medina, and O. Schütze, "Finding evenly spaced Pareto
fronts for three-objective optimization problems," in
EVOLVE - A Bridge between Probability, Set Oriented Numerics, and Evolutionary Computation II. Advances in Intelligent Systems and Computing, pp. 89-105, vol. 175, 2013.
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