Dynamic multi-objective evolutionary algorithms for single-objective optimization

•Convert a single-objective optimization problem with many local optima into an equivalent dynamic multi-objective optimization problem.•The converted two objectives include the original objective and a niche-count objective, niche-count aims to maintain the population diversity.•The niche radius pr...

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Published in:	Applied soft computing Vol. 61; pp. 793 - 805
Main Authors:	Jiao, Ruwang, Zeng, Sanyou, Alkasassbeh, Jawdat S., Li, Changhe
Format:	Journal Article
Language:	English
Published:	Elsevier B.V 01.12.2017
Subjects:	Antenna array Dynamic optimization Evolutionary computation Multi-objective optimization Niching Multi-objective optimization Niching Antenna array Evolutionary computation Dynamic optimization
ISSN:	1568-4946, 1872-9681
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Abstract	•Convert a single-objective optimization problem with many local optima into an equivalent dynamic multi-objective optimization problem.•The converted two objectives include the original objective and a niche-count objective, niche-count aims to maintain the population diversity.•The niche radius provides a proper balance between the exploitation and the exploration by gradually pushing the niche radius to zero. This paper proposes a new method for handling the difficulty of multi-modality for the single-objective optimization problem (SOP). The method converts a SOP to an equivalent dynamic multi-objective optimization problem (DMOP). A new dynamic multi-objective evolutionary algorithm (DMOEA) is implemented to solve the DMOP. The DMOP has two objectives: the original objective and a niche-count objective. The second objective aims to maintain the population diversity for handling the multi-modality difficulty during the search process. Experimental results show that the performance of the proposed algorithm is significantly better than the state-of-the-art competitors on a set of benchmark problems and real world antenna array problems.
AbstractList	•Convert a single-objective optimization problem with many local optima into an equivalent dynamic multi-objective optimization problem.•The converted two objectives include the original objective and a niche-count objective, niche-count aims to maintain the population diversity.•The niche radius provides a proper balance between the exploitation and the exploration by gradually pushing the niche radius to zero. This paper proposes a new method for handling the difficulty of multi-modality for the single-objective optimization problem (SOP). The method converts a SOP to an equivalent dynamic multi-objective optimization problem (DMOP). A new dynamic multi-objective evolutionary algorithm (DMOEA) is implemented to solve the DMOP. The DMOP has two objectives: the original objective and a niche-count objective. The second objective aims to maintain the population diversity for handling the multi-modality difficulty during the search process. Experimental results show that the performance of the proposed algorithm is significantly better than the state-of-the-art competitors on a set of benchmark problems and real world antenna array problems.
Author	Jiao, Ruwang Li, Changhe Zeng, Sanyou Alkasassbeh, Jawdat S.
Author_xml	– sequence: 1 givenname: Ruwang surname: Jiao fullname: Jiao, Ruwang organization: School of Mechanical Engineering and Electronic Information, China University of Geosciences, Wuhan 430074, China – sequence: 2 givenname: Sanyou surname: Zeng fullname: Zeng, Sanyou email: sanyouzeng@gmail.com organization: School of Mechanical Engineering and Electronic Information, China University of Geosciences, Wuhan 430074, China – sequence: 3 givenname: Jawdat S. orcidid: 0000-0003-4573-1328 surname: Alkasassbeh fullname: Alkasassbeh, Jawdat S. organization: School of Mechanical Engineering and Electronic Information, China University of Geosciences, Wuhan 430074, China – sequence: 4 givenname: Changhe orcidid: 0000-0001-9222-0702 surname: Li fullname: Li, Changhe email: lichanghe@cug.edu.cn organization: School of Automation, China University of Geosciences, Wuhan 430074, China
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Cites_doi	10.1007/s00500-014-1454-y 10.1109/TEVC.2010.2087271 10.1162/EVCO_a_00009 10.1016/j.swevo.2015.10.006 10.1109/TAP.2007.891562 10.1016/j.asoc.2012.12.007 10.1109/TAP.2004.823969 10.1023/A:1008202821328 10.1016/j.asoc.2009.10.001 10.1109/4235.996017 10.1109/TAP.2015.2476518 10.1109/TEVC.2004.831456 10.1016/j.ins.2010.07.015 10.1007/s10479-015-2017-z 10.1016/j.swevo.2012.05.001 10.1016/j.asoc.2010.04.024 10.1162/106365603766646816 10.1016/j.asoc.2016.09.037 10.1162/evco.2010.18.1.18104 10.1109/TEVC.2007.892759 10.1109/TEVC.2016.2638437 10.1109/74.632992 10.1162/106365602760234081 10.1145/2480741.2480752 10.1109/TEVC.2016.2641477 10.1109/TCYB.2014.2337117 10.1007/s10852-005-2582-2 10.1126/science.220.4598.671 10.1007/3-540-36605-9_25 10.1109/TEVC.2004.837341 10.1109/TEVC.2008.927706 10.1109/JSAC.2016.2525458
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References	Siwik, Dreżewski (bib0065) 2014 Toffolo, Benini (bib0085) 2003; 11 Goldberg, Richardson (bib0015) 1987 Qu, Suganthan (bib0140) 2010 De Jong, Watson, Pollack (bib0075) 2001 Qin, Huang, Suganthan (bib0195) 2009; 13 Bandaru, Deb (bib0060) 2013 Abbass, Deb (bib0080) 2003 Wang, Li, Yen, Song (bib0110) 2015; 45 Mahfoud (bib0020) 1993 Segredo, Segura, Leon, Hart (bib0105) 2015; 19 Xu, Rahmat-Samii (bib0265) 2007; 55 Golberg (bib0125) 1989 Kirkpatrick, Gelatt, Vecchi (bib0165) 1983; 220 Akay, Karaboga (bib0210) 2012; 192 Liang, Qu, Suganthan (bib0185) 2013 Li, Epitropakis, Deb, Engelbrecht (bib0010) 2016; 21 Deb, Pratap, Agarwal, Meyarivan (bib0045) 2002; 6 Segura, Coello, Segredo, Miranda, León (bib0100) 2013 Tang, Yang, Yao (bib0220) 2016; 34 Segura, Coello, Miranda, León (bib0070) 2016; 240 KıRan, GüNdüZ (bib0215) 2013; 13 Wang, Cai, Zhang (bib0205) 2011; 15 Nguyen, Yang, Branke (bib0160) 2012; 6 Harik (bib0030) 1995 Crepinsek, Liu, Mernik (bib0005) 2013; 45 Storn, Price (bib0175) 1997; 11 Ji, Yu, Chen, Zhan, Zhang (bib0115) 2017 Bader, Zitzler (bib0055) 2011; 19 Suganthan, Hansen, Liang, Deb, Chen, Auger, Tiwari (bib0180) 2005 Kommadath, Kotecha (bib0255) 2017 Pétrowski (bib0035) 1996 Singh, Deep (bib0230) 2016 Qu, Liang, Xiao, Shang (bib0240) 2014 Jensen (bib0090) 2003 Takahama, Sakai (bib0170) 2010 Shir, Emmerich, Bäck (bib0150) 2010; 18 Awad, Ali, Liang, Qu, Suganthan (bib0190) 2016 Johnson, Rahmat-Samii (bib0270) 1997; 39 Robinson, Rahmat-Samii (bib0260) 2004; 52 Mallipeddi, Suganthan, Pan, Tasgetiren (bib0200) 2011; 11 Li, Balazs, Parks, Clarkson (bib0040) 2002; 10 Della Cioppa, De Stefano, Marcelli (bib0135) 2004; 8 Mengshoel, Goldberg (bib0025) 1999 Segura (bib0120) 2017; 21 Yang, Kiang (bib0275) 2015; 63 Nama, Saha, Ghosh (bib0225) 2017; 52 Garg, Deep (bib0235) 2016; 27 Maharana, Kommadath, Kotecha (bib0250) 2017 Jensen (bib0095) 2005; 3 Li, Lin, Kou (bib0145) 2010; 10 Singh, Deep, Nagar (bib0245) 2014; 246 Zhang, Li (bib0050) 2007; 11 Jelasity (bib0130) 1998 Farina, Deb, Amato (bib0155) 2004; 8 Li (10.1016/j.asoc.2017.08.030_bib0145) 2010; 10 Maharana (10.1016/j.asoc.2017.08.030_bib0250) 2017 Qin (10.1016/j.asoc.2017.08.030_bib0195) 2009; 13 Segredo (10.1016/j.asoc.2017.08.030_bib0105) 2015; 19 Mallipeddi (10.1016/j.asoc.2017.08.030_bib0200) 2011; 11 Segura (10.1016/j.asoc.2017.08.030_bib0120) 2017; 21 Storn (10.1016/j.asoc.2017.08.030_bib0175) 1997; 11 Li (10.1016/j.asoc.2017.08.030_bib0010) 2016; 21 Mengshoel (10.1016/j.asoc.2017.08.030_bib0025) 1999 Wang (10.1016/j.asoc.2017.08.030_bib0205) 2011; 15 Garg (10.1016/j.asoc.2017.08.030_bib0235) 2016; 27 Bandaru (10.1016/j.asoc.2017.08.030_bib0060) 2013 Jensen (10.1016/j.asoc.2017.08.030_bib0090) 2003 Segura (10.1016/j.asoc.2017.08.030_bib0070) 2016; 240 Kommadath (10.1016/j.asoc.2017.08.030_bib0255) 2017 Farina (10.1016/j.asoc.2017.08.030_bib0155) 2004; 8 Deb (10.1016/j.asoc.2017.08.030_bib0045) 2002; 6 Johnson (10.1016/j.asoc.2017.08.030_bib0270) 1997; 39 Wang (10.1016/j.asoc.2017.08.030_bib0110) 2015; 45 Golberg (10.1016/j.asoc.2017.08.030_bib0125) 1989 Goldberg (10.1016/j.asoc.2017.08.030_bib0015) 1987 Qu (10.1016/j.asoc.2017.08.030_bib0140) 2010 Nama (10.1016/j.asoc.2017.08.030_bib0225) 2017; 52 Xu (10.1016/j.asoc.2017.08.030_bib0265) 2007; 55 Yang (10.1016/j.asoc.2017.08.030_bib0275) 2015; 63 Ji (10.1016/j.asoc.2017.08.030_bib0115) 2017 Shir (10.1016/j.asoc.2017.08.030_bib0150) 2010; 18 Pétrowski (10.1016/j.asoc.2017.08.030_bib0035) 1996 Siwik (10.1016/j.asoc.2017.08.030_bib0065) 2014 Mahfoud (10.1016/j.asoc.2017.08.030_bib0020) 1993 Harik (10.1016/j.asoc.2017.08.030_bib0030) 1995 Crepinsek (10.1016/j.asoc.2017.08.030_bib0005) 2013; 45 Li (10.1016/j.asoc.2017.08.030_bib0040) 2002; 10 Segura (10.1016/j.asoc.2017.08.030_bib0100) 2013 Takahama (10.1016/j.asoc.2017.08.030_bib0170) 2010 Jelasity (10.1016/j.asoc.2017.08.030_bib0130) 1998 KıRan (10.1016/j.asoc.2017.08.030_bib0215) 2013; 13 Bader (10.1016/j.asoc.2017.08.030_bib0055) 2011; 19 Zhang (10.1016/j.asoc.2017.08.030_bib0050) 2007; 11 Della Cioppa (10.1016/j.asoc.2017.08.030_bib0135) 2004; 8 Suganthan (10.1016/j.asoc.2017.08.030_bib0180) 2005 Singh (10.1016/j.asoc.2017.08.030_bib0245) 2014; 246 Jensen (10.1016/j.asoc.2017.08.030_bib0095) 2005; 3 Singh (10.1016/j.asoc.2017.08.030_bib0230) 2016 De Jong (10.1016/j.asoc.2017.08.030_bib0075) 2001 Robinson (10.1016/j.asoc.2017.08.030_bib0260) 2004; 52 Toffolo (10.1016/j.asoc.2017.08.030_bib0085) 2003; 11 Tang (10.1016/j.asoc.2017.08.030_bib0220) 2016; 34 Liang (10.1016/j.asoc.2017.08.030_bib0185) 2013 Awad (10.1016/j.asoc.2017.08.030_bib0190) 2016 Qu (10.1016/j.asoc.2017.08.030_bib0240) 2014 Abbass (10.1016/j.asoc.2017.08.030_bib0080) 2003 Nguyen (10.1016/j.asoc.2017.08.030_bib0160) 2012; 6 Akay (10.1016/j.asoc.2017.08.030_bib0210) 2012; 192 Kirkpatrick (10.1016/j.asoc.2017.08.030_bib0165) 1983; 220
References_xml	– start-page: 3198 year: 2013 end-page: 3205 ident: bib0100 article-title: Improving the diversity preservation of multi-objective approaches used for single-objective optimization publication-title: 2013 IEEE Congress on Evolutionary Computation – start-page: 1 year: 2016 end-page: 24 ident: bib0230 article-title: Effectiveness of new multiple-PSO based membrane optimization algorithms on CEC 2014 benchmarks and iris classification publication-title: Nat. Comput. – start-page: 378 year: 1998 end-page: 387 ident: bib0130 article-title: UEGO, an abstract niching technique for global optimization publication-title: International Conference on Parallel Problem Solving from Nature – start-page: 268 year: 2003 end-page: 279 ident: bib0090 article-title: Guiding single-objective optimization using multi-objective methods publication-title: Lecture Notes in Computer Science – start-page: 102 year: 1989 ident: bib0125 article-title: Genetic Algorithms in Search, Optimization, and Machine Learning – volume: 34 start-page: 542 year: 2016 end-page: 550 ident: bib0220 article-title: Negatively correlated search publication-title: IEEE J. Sel. Areas Commun. – volume: 15 start-page: 55 year: 2011 end-page: 66 ident: bib0205 article-title: Differential evolution with composite trial vector generation strategies and control parameters publication-title: IEEE Trans. Evol. Comput. – start-page: 2266 year: 2014 end-page: 2273 ident: bib0240 article-title: Memetic differential evolution based on fitness Euclidean-distance ratio publication-title: 2014 IEEE Congress on Evolutionary Computation – start-page: 2397 year: 2017 end-page: 2403 ident: bib0255 article-title: Teaching learning based optimization with focused learning and its performance on CEC 2017 functions publication-title: 2017 IEEE Congress on Evolutionary Computation – start-page: 24 year: 1995 end-page: 31 ident: bib0030 article-title: Finding multimodal solutions using restricted tournament selection publication-title: ICGA – volume: 11 start-page: 712 year: 2007 end-page: 731 ident: bib0050 article-title: MOEA/D: a multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans. Evol. Comput. – volume: 6 start-page: 182 year: 2002 end-page: 197 ident: bib0045 article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II publication-title: IEEE Trans. Evol. Comput. – volume: 39 start-page: 7 year: 1997 end-page: 21 ident: bib0270 article-title: Genetic algorithms in engineering electromagnetics publication-title: IEEE Antennas Propag. Mag. – volume: 8 start-page: 580 year: 2004 end-page: 592 ident: bib0135 article-title: On the role of population size and niche radius in fitness sharing publication-title: IEEE Trans. Evol. Comput. – start-page: 391 year: 2003 end-page: 404 ident: bib0080 article-title: Searching under multi-evolutionary pressures publication-title: International Conference on Evolutionary Multi-Criterion Optimization – volume: 52 start-page: 397 year: 2004 end-page: 407 ident: bib0260 article-title: Particle swarm optimization in electromagnetics publication-title: IEEE Trans. Antennas Propag. – volume: 21 start-page: 539 year: 2017 end-page: 553 ident: bib0120 article-title: Improving diversity in evolutionary algorithms: new best solutions for frequency assignment publication-title: IEEE Trans. Evol. Comput. – volume: 27 start-page: 132 year: 2016 end-page: 144 ident: bib0235 article-title: Performance of Laplacian biogeography-based optimization algorithm on CEC 2014 continuous optimization benchmarks and camera calibration problem publication-title: Swarm Evol. Comput. – volume: 45 start-page: 830 year: 2015 end-page: 843 ident: bib0110 article-title: MOMMOP: multiobjective optimization for locating multiple optimal solutions of multimodal optimization problems publication-title: IEEE Trans. Cybern. – start-page: 2390 year: 2017 end-page: 2396 ident: bib0250 article-title: Dynamic Yin-Yang pair optimization and its performance on single objective real parameter problems of CEC 2017 publication-title: 2017 IEEE Congress on Evolutionary Computation – volume: 52 start-page: 885 year: 2017 end-page: 897 ident: bib0225 article-title: Improved backtracking search algorithm for pseudo dynamic active earth pressure on retaining wall supporting c- backfill publication-title: Appl. Soft Comput. – start-page: 1 year: 2010 end-page: 9 ident: bib0170 article-title: Constrained optimization by the publication-title: 2010 IEEE Congress on Evolutionary Computation – start-page: 643 year: 1993 end-page: 654 ident: bib0020 article-title: Simple analytical models of genetic algorithms for multimodal function optimization publication-title: ICGA – volume: 8 start-page: 425 year: 2004 end-page: 442 ident: bib0155 article-title: Dynamic multiobjective optimization problems: test cases, approximations, and applications publication-title: IEEE Trans. Evol. Comput. – volume: 63 start-page: 4732 year: 2015 end-page: 4738 ident: bib0275 article-title: Optimization of sparse linear arrays using harmony search algorithms publication-title: IEEE Trans. Antennas Propag. – volume: 240 start-page: 217 year: 2016 end-page: 250 ident: bib0070 article-title: Using multi-objective evolutionary algorithms for single-objective constrained and unconstrained optimization publication-title: Ann. Oper. Res. – volume: 6 start-page: 1 year: 2012 end-page: 24 ident: bib0160 article-title: Evolutionary dynamic optimization: a survey of the state of the art publication-title: Swarm Evol. Comput. – volume: 220 start-page: 671 year: 1983 end-page: 680 ident: bib0165 article-title: Optimization by simulated annealing publication-title: Science – start-page: 428 year: 2014 end-page: 439 ident: bib0065 article-title: Evolutionary multi-modal optimization with the use of multi-objective techniques publication-title: International Conference on Artificial Intelligence and Soft Computing – start-page: 341 year: 2005 end-page: 357 ident: bib0180 article-title: Problem definitions and evaluation criteria for the CEC 2005 special session on real-parameter optimization publication-title: Nat. Comput. – start-page: 1 year: 2013 end-page: 32 ident: bib0185 article-title: Problem Definitions and Evaluation Criteria for the CEC 2014 Special Session and Competition on Single Objective Real-Parameter Numerical Optimization. Tech. Rep. – start-page: 326 year: 2010 end-page: 331 ident: bib0140 article-title: Modified species-based differential evolution with self-adaptive radius for multi-modal optimization publication-title: International Conference on Computational Problem-Solving – volume: 10 start-page: 207 year: 2002 end-page: 234 ident: bib0040 article-title: A species conserving genetic algorithm for multimodal function optimization publication-title: Evol. Comput. – volume: 55 start-page: 760 year: 2007 end-page: 765 ident: bib0265 article-title: Boundary conditions in particle swarm optimization revisited publication-title: IEEE Trans. Antennas Propag. – start-page: 11 year: 2001 end-page: 18 ident: bib0075 article-title: Reducing bloat and promoting diversity using multi-objective methods publication-title: Proceedings of the 3rd Annual Conference on Genetic and Evolutionary Computation – volume: 3 start-page: 323 year: 2005 end-page: 347 ident: bib0095 article-title: Helper-objectives: using multi-objective evolutionary algorithms for single-objective optimisation publication-title: J. Math. Model. Algorithms – volume: 19 start-page: 45 year: 2011 end-page: 76 ident: bib0055 article-title: HypE: an algorithm for fast hypervolume-based many-objective optimization publication-title: Evol. Comput. – start-page: 41 year: 1987 end-page: 49 ident: bib0015 article-title: Genetic algorithms with sharing for multimodal function optimization publication-title: Proceedings of the Second International Conference on Genetic Algorithms – start-page: 95 year: 2013 end-page: 102 ident: bib0060 article-title: A parameterless-niching-assisted bi-objective approach to multimodal optimization publication-title: 2013 IEEE Congress on Evolutionary Computation – volume: 19 start-page: 2927 year: 2015 end-page: 2945 ident: bib0105 article-title: A fuzzy logic controller applied to a diversity-based multi-objective evolutionary algorithm for single-objective optimisation publication-title: Soft Comput. – volume: 246 start-page: 546 year: 2014 end-page: 560 ident: bib0245 article-title: Cell-like P-systems based on rules of particle swarm optimization publication-title: Appl. Math Comput. – start-page: 409 year: 1999 end-page: 416 ident: bib0025 article-title: Probabilistic crowding: deterministic crowding with probabilistic replacement publication-title: Proc. Genet. Evol. Comput. – volume: 45 start-page: 35 year: 2013 ident: bib0005 article-title: Exploration and exploitation in evolutionary algorithms: a survey publication-title: ACM Comput. Surv. – volume: 192 start-page: 120 year: 2012 end-page: 142 ident: bib0210 article-title: A modified artificial bee colony algorithm for real-parameter optimization publication-title: Inf. Sci. – volume: 10 start-page: 832 year: 2010 end-page: 848 ident: bib0145 article-title: Dynamics of fitness sharing evolutionary algorithms for coevolution of multiple species publication-title: Appl. Soft Comput. – volume: 21 start-page: 518 year: 2016 end-page: 538 ident: bib0010 article-title: Seeking multiple solutions: an updated survey on niching methods and their applications publication-title: IEEE Trans. Evol. Comput. – volume: 13 start-page: 2188 year: 2013 end-page: 2203 ident: bib0215 article-title: A recombination-based hybridization of particle swarm optimization and artificial bee colony algorithm for continuous optimization problems publication-title: Appl. Soft Comput. – volume: 11 start-page: 151 year: 2003 end-page: 167 ident: bib0085 article-title: Genetic diversity as an objective in multi-objective evolutionary algorithms publication-title: Evol. Comput. – volume: 18 start-page: 97 year: 2010 end-page: 126 ident: bib0150 article-title: Adaptive niche radii and niche shapes approaches for niching with the CMA-ES publication-title: Evol. Comput. – volume: 11 start-page: 341 year: 1997 end-page: 359 ident: bib0175 article-title: Differential evolution – a simple and efficient heuristic for global optimization over continuous spaces publication-title: J. Glob. Optim. – start-page: 458 year: 2017 end-page: 463 ident: bib0115 article-title: Solving multimodal optimization problems through a multiobjective optimization approach publication-title: 2017 Seventh International Conference on Information Science and Technology – start-page: 1 year: 2016 end-page: 34 ident: bib0190 article-title: Problem Definitions and Evaluation Criteria for the CEC 2017 Special Session and Competition on Single Objective Real-Parameter Numerical Optimization. Tech. Rep. – start-page: 798 year: 1996 end-page: 803 ident: bib0035 article-title: A clearing procedure as a niching method for genetic algorithms publication-title: Proceedings of IEEE International Conference on Evolutionary Computation – volume: 11 start-page: 1679 year: 2011 end-page: 1696 ident: bib0200 article-title: Differential evolution algorithm with ensemble of parameters and mutation strategies publication-title: Appl. Soft Comput. – volume: 13 start-page: 398 year: 2009 end-page: 417 ident: bib0195 article-title: Differential evolution algorithm with strategy adaptation for global numerical optimization publication-title: IEEE Trans. Evol. Comput. – start-page: 409 year: 1999 ident: 10.1016/j.asoc.2017.08.030_bib0025 article-title: Probabilistic crowding: deterministic crowding with probabilistic replacement publication-title: Proc. Genet. Evol. Comput. – start-page: 1 year: 2010 ident: 10.1016/j.asoc.2017.08.030_bib0170 article-title: Constrained optimization by the ε constrained differential evolution with an archive and gradient-based mutation – volume: 19 start-page: 2927 issue: 10 year: 2015 ident: 10.1016/j.asoc.2017.08.030_bib0105 article-title: A fuzzy logic controller applied to a diversity-based multi-objective evolutionary algorithm for single-objective optimisation publication-title: Soft Comput. doi: 10.1007/s00500-014-1454-y – volume: 15 start-page: 55 issue: 1 year: 2011 ident: 10.1016/j.asoc.2017.08.030_bib0205 article-title: Differential evolution with composite trial vector generation strategies and control parameters publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2010.2087271 – volume: 19 start-page: 45 issue: 1 year: 2011 ident: 10.1016/j.asoc.2017.08.030_bib0055 article-title: HypE: an algorithm for fast hypervolume-based many-objective optimization publication-title: Evol. Comput. doi: 10.1162/EVCO_a_00009 – volume: 27 start-page: 132 year: 2016 ident: 10.1016/j.asoc.2017.08.030_bib0235 article-title: Performance of Laplacian biogeography-based optimization algorithm on CEC 2014 continuous optimization benchmarks and camera calibration problem publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2015.10.006 – start-page: 2390 year: 2017 ident: 10.1016/j.asoc.2017.08.030_bib0250 article-title: Dynamic Yin-Yang pair optimization and its performance on single objective real parameter problems of CEC 2017 – start-page: 1 year: 2013 ident: 10.1016/j.asoc.2017.08.030_bib0185 – volume: 55 start-page: 760 issue: 3 year: 2007 ident: 10.1016/j.asoc.2017.08.030_bib0265 article-title: Boundary conditions in particle swarm optimization revisited publication-title: IEEE Trans. Antennas Propag. doi: 10.1109/TAP.2007.891562 – volume: 13 start-page: 2188 issue: 4 year: 2013 ident: 10.1016/j.asoc.2017.08.030_bib0215 article-title: A recombination-based hybridization of particle swarm optimization and artificial bee colony algorithm for continuous optimization problems publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2012.12.007 – volume: 52 start-page: 397 issue: 2 year: 2004 ident: 10.1016/j.asoc.2017.08.030_bib0260 article-title: Particle swarm optimization in electromagnetics publication-title: IEEE Trans. Antennas Propag. doi: 10.1109/TAP.2004.823969 – start-page: 428 year: 2014 ident: 10.1016/j.asoc.2017.08.030_bib0065 article-title: Evolutionary multi-modal optimization with the use of multi-objective techniques – volume: 11 start-page: 341 issue: 4 year: 1997 ident: 10.1016/j.asoc.2017.08.030_bib0175 article-title: Differential evolution – a simple and efficient heuristic for global optimization over continuous spaces publication-title: J. Glob. Optim. doi: 10.1023/A:1008202821328 – start-page: 102 year: 1989 ident: 10.1016/j.asoc.2017.08.030_bib0125 – volume: 10 start-page: 832 issue: 3 year: 2010 ident: 10.1016/j.asoc.2017.08.030_bib0145 article-title: Dynamics of fitness sharing evolutionary algorithms for coevolution of multiple species publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2009.10.001 – volume: 246 start-page: 546 year: 2014 ident: 10.1016/j.asoc.2017.08.030_bib0245 article-title: Cell-like P-systems based on rules of particle swarm optimization publication-title: Appl. Math Comput. – start-page: 391 year: 2003 ident: 10.1016/j.asoc.2017.08.030_bib0080 article-title: Searching under multi-evolutionary pressures – start-page: 95 year: 2013 ident: 10.1016/j.asoc.2017.08.030_bib0060 article-title: A parameterless-niching-assisted bi-objective approach to multimodal optimization – volume: 6 start-page: 182 issue: 2 year: 2002 ident: 10.1016/j.asoc.2017.08.030_bib0045 article-title: A fast and elitist multiobjective genetic algorithm: NSGA-II publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.996017 – start-page: 458 year: 2017 ident: 10.1016/j.asoc.2017.08.030_bib0115 article-title: Solving multimodal optimization problems through a multiobjective optimization approach – start-page: 2397 year: 2017 ident: 10.1016/j.asoc.2017.08.030_bib0255 article-title: Teaching learning based optimization with focused learning and its performance on CEC 2017 functions – start-page: 1 year: 2016 ident: 10.1016/j.asoc.2017.08.030_bib0190 – volume: 63 start-page: 4732 issue: 11 year: 2015 ident: 10.1016/j.asoc.2017.08.030_bib0275 article-title: Optimization of sparse linear arrays using harmony search algorithms publication-title: IEEE Trans. Antennas Propag. doi: 10.1109/TAP.2015.2476518 – volume: 8 start-page: 425 issue: 5 year: 2004 ident: 10.1016/j.asoc.2017.08.030_bib0155 article-title: Dynamic multiobjective optimization problems: test cases, approximations, and applications publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2004.831456 – volume: 192 start-page: 120 year: 2012 ident: 10.1016/j.asoc.2017.08.030_bib0210 article-title: A modified artificial bee colony algorithm for real-parameter optimization publication-title: Inf. Sci. doi: 10.1016/j.ins.2010.07.015 – volume: 240 start-page: 217 issue: 1 year: 2016 ident: 10.1016/j.asoc.2017.08.030_bib0070 article-title: Using multi-objective evolutionary algorithms for single-objective constrained and unconstrained optimization publication-title: Ann. Oper. Res. doi: 10.1007/s10479-015-2017-z – start-page: 326 year: 2010 ident: 10.1016/j.asoc.2017.08.030_bib0140 article-title: Modified species-based differential evolution with self-adaptive radius for multi-modal optimization – volume: 6 start-page: 1 year: 2012 ident: 10.1016/j.asoc.2017.08.030_bib0160 article-title: Evolutionary dynamic optimization: a survey of the state of the art publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2012.05.001 – volume: 11 start-page: 1679 issue: 2 year: 2011 ident: 10.1016/j.asoc.2017.08.030_bib0200 article-title: Differential evolution algorithm with ensemble of parameters and mutation strategies publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2010.04.024 – volume: 11 start-page: 151 issue: 2 year: 2003 ident: 10.1016/j.asoc.2017.08.030_bib0085 article-title: Genetic diversity as an objective in multi-objective evolutionary algorithms publication-title: Evol. Comput. doi: 10.1162/106365603766646816 – start-page: 378 year: 1998 ident: 10.1016/j.asoc.2017.08.030_bib0130 article-title: UEGO, an abstract niching technique for global optimization – volume: 52 start-page: 885 year: 2017 ident: 10.1016/j.asoc.2017.08.030_bib0225 article-title: Improved backtracking search algorithm for pseudo dynamic active earth pressure on retaining wall supporting c- backfill publication-title: Appl. Soft Comput. doi: 10.1016/j.asoc.2016.09.037 – start-page: 2266 year: 2014 ident: 10.1016/j.asoc.2017.08.030_bib0240 article-title: Memetic differential evolution based on fitness Euclidean-distance ratio – volume: 18 start-page: 97 issue: 1 year: 2010 ident: 10.1016/j.asoc.2017.08.030_bib0150 article-title: Adaptive niche radii and niche shapes approaches for niching with the CMA-ES publication-title: Evol. Comput. doi: 10.1162/evco.2010.18.1.18104 – volume: 11 start-page: 712 issue: 6 year: 2007 ident: 10.1016/j.asoc.2017.08.030_bib0050 article-title: MOEA/D: a multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2007.892759 – volume: 21 start-page: 518 issue: 4 year: 2016 ident: 10.1016/j.asoc.2017.08.030_bib0010 article-title: Seeking multiple solutions: an updated survey on niching methods and their applications publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2016.2638437 – start-page: 3198 year: 2013 ident: 10.1016/j.asoc.2017.08.030_bib0100 article-title: Improving the diversity preservation of multi-objective approaches used for single-objective optimization – volume: 39 start-page: 7 issue: 4 year: 1997 ident: 10.1016/j.asoc.2017.08.030_bib0270 article-title: Genetic algorithms in engineering electromagnetics publication-title: IEEE Antennas Propag. Mag. doi: 10.1109/74.632992 – start-page: 41 year: 1987 ident: 10.1016/j.asoc.2017.08.030_bib0015 article-title: Genetic algorithms with sharing for multimodal function optimization – start-page: 341 year: 2005 ident: 10.1016/j.asoc.2017.08.030_bib0180 article-title: Problem definitions and evaluation criteria for the CEC 2005 special session on real-parameter optimization publication-title: Nat. Comput. – volume: 10 start-page: 207 issue: 3 year: 2002 ident: 10.1016/j.asoc.2017.08.030_bib0040 article-title: A species conserving genetic algorithm for multimodal function optimization publication-title: Evol. Comput. doi: 10.1162/106365602760234081 – volume: 45 start-page: 35 issue: 3 year: 2013 ident: 10.1016/j.asoc.2017.08.030_bib0005 article-title: Exploration and exploitation in evolutionary algorithms: a survey publication-title: ACM Comput. Surv. doi: 10.1145/2480741.2480752 – volume: 21 start-page: 539 issue: 4 year: 2017 ident: 10.1016/j.asoc.2017.08.030_bib0120 article-title: Improving diversity in evolutionary algorithms: new best solutions for frequency assignment publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2016.2641477 – volume: 45 start-page: 830 issue: 4 year: 2015 ident: 10.1016/j.asoc.2017.08.030_bib0110 article-title: MOMMOP: multiobjective optimization for locating multiple optimal solutions of multimodal optimization problems publication-title: IEEE Trans. Cybern. doi: 10.1109/TCYB.2014.2337117 – volume: 3 start-page: 323 issue: 4 year: 2005 ident: 10.1016/j.asoc.2017.08.030_bib0095 article-title: Helper-objectives: using multi-objective evolutionary algorithms for single-objective optimisation publication-title: J. Math. Model. Algorithms doi: 10.1007/s10852-005-2582-2 – volume: 220 start-page: 671 issue: 4598 year: 1983 ident: 10.1016/j.asoc.2017.08.030_bib0165 article-title: Optimization by simulated annealing publication-title: Science doi: 10.1126/science.220.4598.671 – start-page: 798 year: 1996 ident: 10.1016/j.asoc.2017.08.030_bib0035 article-title: A clearing procedure as a niching method for genetic algorithms – start-page: 268 year: 2003 ident: 10.1016/j.asoc.2017.08.030_bib0090 article-title: Guiding single-objective optimization using multi-objective methods doi: 10.1007/3-540-36605-9_25 – volume: 8 start-page: 580 issue: 6 year: 2004 ident: 10.1016/j.asoc.2017.08.030_bib0135 article-title: On the role of population size and niche radius in fitness sharing publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2004.837341 – start-page: 643 year: 1993 ident: 10.1016/j.asoc.2017.08.030_bib0020 article-title: Simple analytical models of genetic algorithms for multimodal function optimization – volume: 13 start-page: 398 issue: 2 year: 2009 ident: 10.1016/j.asoc.2017.08.030_bib0195 article-title: Differential evolution algorithm with strategy adaptation for global numerical optimization publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2008.927706 – start-page: 24 year: 1995 ident: 10.1016/j.asoc.2017.08.030_bib0030 article-title: Finding multimodal solutions using restricted tournament selection – start-page: 11 year: 2001 ident: 10.1016/j.asoc.2017.08.030_bib0075 article-title: Reducing bloat and promoting diversity using multi-objective methods – volume: 34 start-page: 542 issue: 3 year: 2016 ident: 10.1016/j.asoc.2017.08.030_bib0220 article-title: Negatively correlated search publication-title: IEEE J. Sel. Areas Commun. doi: 10.1109/JSAC.2016.2525458 – start-page: 1 year: 2016 ident: 10.1016/j.asoc.2017.08.030_bib0230 article-title: Effectiveness of new multiple-PSO based membrane optimization algorithms on CEC 2014 benchmarks and iris classification publication-title: Nat. Comput.
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