A Comprehensive Review of Swarm Optimization Algorithms
Many swarm optimization algorithms have been introduced since the early 60's, Evolutionary Programming to the most recent, Grey Wolf Optimization. All of these algorithms have demonstrated their potential to solve many optimization problems. This paper provides an in-depth survey of well-known...
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| Vydáno v: | PloS one Ročník 10; číslo 5; s. e0122827 |
|---|---|
| Hlavní autoři: | , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
United States
Public Library of Science
18.05.2015
Public Library of Science (PLoS) |
| Témata: | |
| ISSN: | 1932-6203, 1932-6203 |
| On-line přístup: | Získat plný text |
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| Abstract | Many swarm optimization algorithms have been introduced since the early 60's, Evolutionary Programming to the most recent, Grey Wolf Optimization. All of these algorithms have demonstrated their potential to solve many optimization problems. This paper provides an in-depth survey of well-known optimization algorithms. Selected algorithms are briefly explained and compared with each other comprehensively through experiments conducted using thirty well-known benchmark functions. Their advantages and disadvantages are also discussed. A number of statistical tests are then carried out to determine the significant performances. The results indicate the overall advantage of Differential Evolution (DE) and is closely followed by Particle Swarm Optimization (PSO), compared with other considered approaches. |
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| AbstractList | Many swarm optimization algorithms have been introduced since the early 60's, Evolutionary Programming to the most recent, Grey Wolf Optimization. All of these algorithms have demonstrated their potential to solve many optimization problems. This paper provides an in-depth survey of well-known optimization algorithms. Selected algorithms are briefly explained and compared with each other comprehensively through experiments conducted using thirty well-known benchmark functions. Their advantages and disadvantages are also discussed. A number of statistical tests are then carried out to determine the significant performances. The results indicate the overall advantage of Differential Evolution (DE) and is closely followed by Particle Swarm Optimization (PSO), compared with other considered approaches. Many swarm optimization algorithms have been introduced since the early 60's, Evolutionary Programming to the most recent, Grey Wolf Optimization. All of these algorithms have demonstrated their potential to solve many optimization problems. This paper provides an in-depth survey of well-known optimization algorithms. Selected algorithms are briefly explained and compared with each other comprehensively through experiments conducted using thirty well-known benchmark functions. Their advantages and disadvantages are also discussed. A number of statistical tests are then carried out to determine the significant performances. The results indicate the overall advantage of Differential Evolution (DE) and is closely followed by Particle Swarm Optimization (PSO), compared with other considered approaches.Many swarm optimization algorithms have been introduced since the early 60's, Evolutionary Programming to the most recent, Grey Wolf Optimization. All of these algorithms have demonstrated their potential to solve many optimization problems. This paper provides an in-depth survey of well-known optimization algorithms. Selected algorithms are briefly explained and compared with each other comprehensively through experiments conducted using thirty well-known benchmark functions. Their advantages and disadvantages are also discussed. A number of statistical tests are then carried out to determine the significant performances. The results indicate the overall advantage of Differential Evolution (DE) and is closely followed by Particle Swarm Optimization (PSO), compared with other considered approaches. |
| Audience | Academic |
| Author | Nefti-Meziani, Samia Atyabi, Adham Ab Wahab, Mohd Nadhir |
| AuthorAffiliation | Politehnica University of Bucharest, ROMANIA 2 School of Computer Science, Engineering and Mathematics, Flinders University of South Australia, Adelaide, Australia 1 Autonomous System and Advanced Robotics Lab, School of Computing, Science and Engineering, University of Salford, Salford, United Kingdom |
| AuthorAffiliation_xml | – name: 2 School of Computer Science, Engineering and Mathematics, Flinders University of South Australia, Adelaide, Australia – name: 1 Autonomous System and Advanced Robotics Lab, School of Computing, Science and Engineering, University of Salford, Salford, United Kingdom – name: Politehnica University of Bucharest, ROMANIA |
| Author_xml | – sequence: 1 givenname: Mohd Nadhir surname: Ab Wahab fullname: Ab Wahab, Mohd Nadhir – sequence: 2 givenname: Samia surname: Nefti-Meziani fullname: Nefti-Meziani, Samia – sequence: 3 givenname: Adham surname: Atyabi fullname: Atyabi, Adham |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/25992655$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.1109/TEVC.2008.927706 10.1109/TEVC.2010.2058120 10.1109/ICCS.2012.14 10.1016/j.ejor.2006.06.046 10.1109/SIS.2007.368035 10.1109/TEPRA.2009.5339644 10.1109/ROBOT.2006.1641833 10.1109/SIS.2005.1501606 10.1016/j.amc.2012.10.067 10.1016/j.asoc.2008.09.001 10.5120/908-1286 10.1007/978-3-540-30217-9_29 10.1007/978-3-642-21434-9_8 10.1109/ICINIS.2012.16 10.1109/CCDC.2013.6561444 10.1109/ACC.2012.6315528 10.1109/CEC.2000.870279 10.1007/978-3-642-27172-4_16 10.1109/SysCon.2012.6189539 10.1109/ICEC.1998.699327 10.1007/11839088 10.1145/2001576.2001594 10.1109/IS3C.2014.249 10.1049/iet-gtd.2012.0142 10.1109/DeSE.2011.31 10.5539/cis.v3n1p180 10.4156/jdcta.vol5.issue7.23 10.1109/KST.2013.6512791 10.1109/TEVC.2013.2260862 10.1109/ICCSEE.2012.178 10.1145/2330784.2330809 10.1007/s10898-007-9149-x 10.1109/ICNC.2012.6234632 10.1109/4235.585892 10.1016/j.chaos.2011.06.004 10.1109/TEVC.2009.2014613 10.1109/ICEETS.2013.6533587 10.1504/IJBIC.2011.042259 10.1109/ICEPE.2012.6463801 10.1038/scientificamerican0792-66 10.1109/NABIC.2009.5393690 10.1080/10798587.2000.10642829 10.4028/www.scientific.net/AMM.421.507 10.1109/CCPR.2008.74 10.1109/CCDC.2011.5968545 10.1109/TEVC.2010.2059031 10.1007/978-3-642-29353-5_36 10.1049/iet-map.2012.0692 10.1109/TEVC.2007.896686 10.1109/NCCCS.2012.6412973 10.1109/ICCES.2011.6141016 10.1016/j.ins.2010.10.015 10.1109/ISCO.2013.6481185 10.1109/ISCID.2012.73 10.1109/CICSyN.2012.15 10.1109/SIU.2013.6531570 10.1007/s10462-012-9328-0 10.1016/j.eswa.2011.12.017 10.1109/CEC.2008.4631319 10.1109/ICECTECH.2011.5941602 10.1016/j.amc.2009.03.090 10.1023/A:1008202821328 10.1109/IS3C.2012.28 10.1631/jzus.2005.A0528 10.1109/ICACC.2010.5486793 10.1109/4235.985692 10.1109/CIS.2011.23 10.1504/IJMMNO.2010.035430 10.1109/RAICS.2011.6069375 10.1016/j.ins.2013.03.026 10.1016/j.cor.2011.09.026 10.1007/s10696-012-9143-6 10.1007/s11721-008-0021-5 10.1109/TEVC.2007.894200 10.1109/TEVC.2005.857610 10.1109/ACCT.2012.59 10.1016/j.asoc.2008.04.016 10.1109/KST.2013.6512792 10.1109/NCIS.2011.86 10.1504/IJMMNO.2013.055204 10.1016/j.eswa.2008.12.064 10.1007/978-3-642-04441-0_53 10.1109/ICNN.1995.488968 10.1109/ICMTMA.2011.63 10.1108/02644401211235834 10.1007/BF01530777 10.1016/j.ins.2013.07.005 10.1109/CEC.2009.4983204 10.1109/CIPLS.2013.6595208 10.1109/HIS.2009.319 10.1145/1143997.1144086 10.1109/ICE-CCN.2013.6528522 10.1504/IJCISTUDIES.2009.025340 10.1016/S0167-739X(00)00043-1 10.1080/00207543.2012.746798 10.4249/scholarpedia.1818 10.5220/0004456901770184 10.1109/RAICS.2011.6069344 10.1186/1471-2105-12-S1-S17 10.1109/CEC.2012.6256653 10.1016/j.advengsoft.2013.12.007 10.1109/TSMCB.2009.2015054 10.1109/ICEC.1998.699146 10.1109/IFSA-NAFIPS.2013.6608570 10.1016/j.eswa.2009.06.105 10.1109/ICCT.2013.6820342 10.1109/SBRN.2012.26 10.5815/ijitcs.2012.05.08 10.1016/j.procs.2010.12.015 10.5267/j.ijiec.2013.09.007 10.1109/IGARSS.2011.6048894 |
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| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 ObjectType-Review-3 content type line 23 Competing Interests: The authors have declared that no competing interests exist. Conceived and designed the experiments: MNAW AA. Performed the experiments: MNAW AA. Analyzed the data: AA. Contributed reagents/materials/analysis tools: MNAW. Wrote the paper: MNAW SNM AA. |
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| References | ref57 ref56 ref59 ref58 ref53 ref52 XS Yang (ref118) 2012; 29 ref54 XS Yang (ref117) 2009; 5792 R Poli (ref48) 2007 GL Fernando (ref122) 2007 U Tosuna (ref29) 2013; 51 ref50 ref45 ref42 A Atyabi (ref55) 2013 ref41 ref44 ref43 XS Yang (ref120) 2013; 5 ref49 ref9 ref6 ref5 ref100 ref101 JJ Grefenstette (ref4) 1990 ref40 M Gong (ref51) 2014; 18 S Das (ref74) 2011; 15 ref35 ref34 ref36 ref31 ref148 ref30 ref149 ref33 ref146 ref32 ref147 A Banks (ref46) 2007 T Ma (ref156) 2011; 5 D Goldberg (ref2) 1987 ref39 ref153 ref154 ref151 ref152 ref150 ref24 ref23 ref26 ref25 ref159 G Üçoluk (ref19) 2002; 8 ref22 ref157 ref21 ref158 M Dorigo (ref37) 1997; 1 ref28 ref27 A Layeb (ref112) 2012; 4 ref160 ref161 ref13 ref12 ref15 ref128 ref14 ref129 ref97 ref126 ref96 ref127 ref11 ref99 ref124 ref10 ref98 ref125 N Zainal (ref92) 2013; 421 S Walton (ref111) 2011; 44 ref17 ref16 E Bonabeau (ref1) 1999; 4 ref18 N Hansen (ref155) 2004; 3242 ref93 ref133 ref134 ref95 ref131 ref94 ref132 ref130 ref91 ref90 O Uzel (ref7) 2012; I ref89 ref139 ref137 ref85 ref138 ref88 ref135 GB Fogel (ref115) 2011; 6 ref136 A Banks (ref47) 2007 P Civicioglu (ref141) 2013 D Karaboga (ref78) 2010 AL Bolaji (ref87) 2013; 47 ref82 ref144 ref81 ref145 ref84 ref142 ref83 ref143 ref140 KA De Jong (ref20) 1992; 5 ref80 ref79 ref108 ref109 ref106 ref107 ref104 M Clerc (ref63) 2002; 6 ref105 ref77 ref102 K Price (ref67) 2005; 104 ref76 ref103 D Karaboga (ref86) 2014; 42 ref71 ref70 ref73 ref72 ref110 ref68 J Holland (ref3) 1992 ref69 ref64 ref116 ref66 ref113 ref65 ref114 KV Price (ref75) 1999 T Stützle (ref38) 2000; 16 XS Yang (ref119) 2011; 3 ref60 ref123 ref62 ref61 ref121 MG Filho (ref8) 2014; 26 |
| References_xml | – ident: ref132 doi: 10.1109/TEVC.2008.927706 – ident: ref135 doi: 10.1109/TEVC.2010.2058120 – year: 2007 ident: ref122 article-title: Studies in Computitional Intelligence – ident: ref160 – ident: ref33 doi: 10.1109/ICCS.2012.14 – ident: ref116 – ident: ref152 doi: 10.1016/j.ejor.2006.06.046 – ident: ref62 doi: 10.1109/SIS.2007.368035 – ident: ref97 doi: 10.1109/TEPRA.2009.5339644 – ident: ref91 doi: 10.1109/ROBOT.2006.1641833 – ident: ref95 doi: 10.1109/SIS.2005.1501606 – ident: ref148 doi: 10.1016/j.amc.2012.10.067 – ident: ref76 – ident: ref131 – ident: ref80 doi: 10.1016/j.asoc.2008.09.001 – ident: ref27 doi: 10.5120/908-1286 – volume: 3242 start-page: 282 year: 2004 ident: ref155 article-title: Evaluating the CMA Evolution Strategy on Multimodal Test Functions publication-title: Parallel Problem Solving from Nature—PPSN VIII doi: 10.1007/978-3-540-30217-9_29 – ident: ref113 – ident: ref129 doi: 10.1007/978-3-642-21434-9_8 – start-page: 315 year: 2013 ident: ref141 article-title: Artificial Intelligence Review – volume: 47 start-page: 434 year: 2013 ident: ref87 article-title: Artificial bee colony algorithm, its variants and applications: A survey publication-title: Journal of Theoretical Applied Information Technology – ident: ref99 doi: 10.1109/ICINIS.2012.16 – ident: ref6 – ident: ref35 doi: 10.1109/CCDC.2013.6561444 – ident: ref98 doi: 10.1109/ACC.2012.6315528 – ident: ref82 – ident: ref159 – ident: ref64 doi: 10.1109/CEC.2000.870279 – ident: ref157 doi: 10.1007/978-3-642-27172-4_16 – ident: ref81 doi: 10.1109/SysCon.2012.6189539 – ident: ref79 – ident: ref136 doi: 10.1109/ICEC.1998.699327 – ident: ref24 doi: 10.1007/11839088 – ident: ref151 doi: 10.1145/2001576.2001594 – ident: ref72 doi: 10.1109/IS3C.2014.249 – ident: ref108 doi: 10.1049/iet-gtd.2012.0142 – ident: ref12 – ident: ref10 doi: 10.1109/DeSE.2011.31 – start-page: 319 year: 2013 ident: ref55 article-title: Neurocomputing – volume: 104 start-page: 542 year: 2005 ident: ref67 – ident: ref114 – volume: 4 start-page: 320 year: 1999 ident: ref1 article-title: Swarm Intelligence: From Natural to Artificial Systems publication-title: Journal of Artificial Societies and Social Simulation – ident: ref50 doi: 10.5539/cis.v3n1p180 – volume: 5 start-page: 182 issue: 7 year: 2011 ident: ref156 article-title: A Comparative Study of Quantum Evolutionary Algorithm and Particle Swarm Optimization for Numerical Optimization Problems publication-title: International Journal of Digital Content Technology and its Applications doi: 10.4156/jdcta.vol5.issue7.23 – ident: ref16 doi: 10.1109/KST.2013.6512791 – volume: 18 start-page: 82 issue: 1 year: 2014 ident: ref51 article-title: Complex Network Clustering by Multi-objective Discrete Particle Swarm Optimization Based on Decomposition publication-title: IEEE Transaction on Evolutionary Computation doi: 10.1109/TEVC.2013.2260862 – ident: ref68 – ident: ref25 doi: 10.1109/ICCSEE.2012.178 – ident: ref150 doi: 10.1145/2330784.2330809 – ident: ref77 doi: 10.1007/s10898-007-9149-x – ident: ref41 – ident: ref84 doi: 10.1109/ICNC.2012.6234632 – volume: 1 start-page: 53 year: 1997 ident: ref37 article-title: Ant colony system: a cooperative learning approach to the traveling salesman problem publication-title: IEEE Transaction on Evolutionary Computation doi: 10.1109/4235.585892 – volume: 44 start-page: 710 year: 2011 ident: ref111 article-title: Modified cuckoo search: A new gradient free optimisation algorithm publication-title: Chaos, Solitons and Fractals doi: 10.1016/j.chaos.2011.06.004 – ident: ref133 doi: 10.1109/TEVC.2009.2014613 – ident: ref52 doi: 10.1109/ICEETS.2013.6533587 – ident: ref128 – volume: 3 start-page: 267 year: 2011 ident: ref119 article-title: Bat Algorithm for Multiobjective Optimization publication-title: International Journal on Bio-Inspired Computation doi: 10.1504/IJBIC.2011.042259 – ident: ref69 doi: 10.1109/ICEPE.2012.6463801 – start-page: 66 year: 1992 ident: ref3 article-title: Genetic Algorithms publication-title: Scientific American Journal doi: 10.1038/scientificamerican0792-66 – ident: ref102 doi: 10.1109/NABIC.2009.5393690 – volume: 8 start-page: 265 year: 2002 ident: ref19 article-title: Genetic algorithm solution of the TSP avoiding special crossover and mutation publication-title: Intelligent Automation & Soft Computing doi: 10.1080/10798587.2000.10642829 – ident: ref15 – volume: 421 start-page: 507 year: 2013 ident: ref92 article-title: Glowworm Swarm Optimization (GSO) Algorithm for Optimization Problems: A State-of-the-Art Review publication-title: Applied Mechanics and Materials doi: 10.4028/www.scientific.net/AMM.421.507 – ident: ref138 doi: 10.1109/CCPR.2008.74 – ident: ref100 doi: 10.1109/CCDC.2011.5968545 – ident: ref142 – volume: 15 start-page: 4 year: 2011 ident: ref74 article-title: Differential evolution: A survey of the state-of-the-art publication-title: IEEE Transaction Evolutionary Computation doi: 10.1109/TEVC.2010.2059031 – ident: ref147 doi: 10.1007/978-3-642-29353-5_36 – ident: ref107 doi: 10.1049/iet-map.2012.0692 – ident: ref40 doi: 10.1109/TEVC.2007.896686 – ident: ref109 doi: 10.1109/NCCCS.2012.6412973 – ident: ref153 – ident: ref31 doi: 10.1109/ICCES.2011.6141016 – ident: ref125 – ident: ref146 doi: 10.1016/j.ins.2010.10.015 – ident: ref56 doi: 10.1109/ISCO.2013.6481185 – ident: ref18 doi: 10.1109/ISCID.2012.73 – ident: ref5 – ident: ref105 doi: 10.1109/CICSyN.2012.15 – start-page: 109 year: 2007 ident: ref47 article-title: Part II: Hybridisation, Combinatorial, Multicriteria and Constrained Optimization, and Indicative Applications – ident: ref158 – ident: ref71 doi: 10.1109/SIU.2013.6531570 – volume: 42 start-page: 21 issue: 1 year: 2014 ident: ref86 article-title: A comprehensive survey: artificial bee colony (ABC) algorithm and applications publication-title: Artificial Intelligence Review doi: 10.1007/s10462-012-9328-0 – ident: ref126 – ident: ref154 doi: 10.1016/j.eswa.2011.12.017 – ident: ref21 doi: 10.1109/CEC.2008.4631319 – ident: ref106 doi: 10.1109/ICECTECH.2011.5941602 – ident: ref140 doi: 10.1016/j.amc.2009.03.090 – ident: ref149 – ident: ref66 doi: 10.1023/A:1008202821328 – ident: ref85 doi: 10.1109/IS3C.2012.28 – ident: ref124 doi: 10.1631/jzus.2005.A0528 – ident: ref34 doi: 10.1109/ICACC.2010.5486793 – start-page: 467 year: 2007 ident: ref46 article-title: Part I: Background and Development – volume: 6 start-page: 58 issue: 1 year: 2002 ident: ref63 article-title: The Particle Swarm-Explosion, Stability, and Convergence in a Multidimensional Complex Space publication-title: IEEE Transactions on Evolutionary Computation doi: 10.1109/4235.985692 – start-page: 432 year: 1987 ident: ref2 – ident: ref94 doi: 10.1109/CIS.2011.23 – ident: ref103 doi: 10.1504/IJMMNO.2010.035430 – ident: ref161 – ident: ref57 doi: 10.1109/RAICS.2011.6069375 – ident: ref137 doi: 10.1016/j.ins.2013.03.026 – start-page: 79 year: 1999 ident: ref75 article-title: New Ideas in Optimization – ident: ref104 doi: 10.1016/j.cor.2011.09.026 – ident: ref23 – volume: 26 start-page: 408 issue: 3 year: 2014 ident: ref8 article-title: Using Genetic Algorithms to solve scheduling problems on flexible manufacturing systems (FMS): a literature survey, classification and analysis publication-title: Flexible Services and Manufacturing Journal doi: 10.1007/s10696-012-9143-6 – ident: ref26 – ident: ref89 doi: 10.1007/s11721-008-0021-5 – ident: ref134 doi: 10.1109/TEVC.2007.894200 – ident: ref123 – ident: ref139 doi: 10.1109/TEVC.2005.857610 – ident: ref83 doi: 10.1109/ACCT.2012.59 – volume: 5792 start-page: 169 year: 2009 ident: ref117 article-title: Firefly algorithms for multimodal optimization publication-title: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) – ident: ref43 doi: 10.1016/j.asoc.2008.04.016 – ident: ref17 doi: 10.1109/KST.2013.6512792 – ident: ref58 doi: 10.1109/NCIS.2011.86 – ident: ref130 doi: 10.1504/IJMMNO.2013.055204 – ident: ref36 doi: 10.1016/j.eswa.2008.12.064 – ident: ref127 doi: 10.1007/978-3-642-04441-0_53 – volume: 5 start-page: 10 year: 2013 ident: ref120 article-title: Bat Algorithm: Literature Review and Applications publication-title: Int. J. Bio-Inspired Computation – ident: ref39 doi: 10.1109/ICNN.1995.488968 – ident: ref54 doi: 10.1109/ICMTMA.2011.63 – ident: ref143 – volume: 29 start-page: 464 issue: 5 year: 2012 ident: ref118 article-title: Bat Algorithm: A Novel Approach for Global Engineering Optimization publication-title: Engineering Computations doi: 10.1108/02644401211235834 – volume: I start-page: 1 year: 2012 ident: ref7 article-title: Basic of Genetic Programming publication-title: Graduation Project – volume: 5 start-page: 1 year: 1992 ident: ref20 article-title: A formal analysis of the role of multi-point crossover in genetic algorithms publication-title: Annals of Mathematics and Artificial Intelligence doi: 10.1007/BF01530777 – ident: ref45 doi: 10.1016/j.ins.2013.07.005 – ident: ref22 – ident: ref49 doi: 10.1109/CEC.2009.4983204 – ident: ref101 – year: 1990 ident: ref4 article-title: Navy Center for Applied Research in Artificial Intelligence – ident: ref9 doi: 10.1109/CIPLS.2013.6595208 – ident: ref88 doi: 10.1109/HIS.2009.319 – ident: ref73 doi: 10.1145/1143997.1144086 – start-page: 6915 year: 2010 ident: ref78 – ident: ref93 – ident: ref32 doi: 10.1109/ICE-CCN.2013.6528522 – ident: ref110 – ident: ref90 doi: 10.1504/IJCISTUDIES.2009.025340 – volume: 16 start-page: 889 year: 2000 ident: ref38 article-title: MAX-MIN Ant System publication-title: Future Generation Computer System doi: 10.1016/S0167-739X(00)00043-1 – volume: 51 start-page: 4117 issue: 14 year: 2013 ident: ref29 article-title: A robust Island Parallel Genetic Algorithm for the Quadratic Assignment Problem publication-title: International Journal of Production Research doi: 10.1080/00207543.2012.746798 – volume: 6 start-page: 1818 issue: 4 year: 2011 ident: ref115 article-title: Evolutionary Programming publication-title: Scholarpedia doi: 10.4249/scholarpedia.1818 – ident: ref59 – ident: ref60 doi: 10.5220/0004456901770184 – ident: ref11 doi: 10.1109/RAICS.2011.6069344 – ident: ref13 doi: 10.1186/1471-2105-12-S1-S17 – ident: ref42 – ident: ref70 doi: 10.1109/CEC.2012.6256653 – ident: ref121 doi: 10.1016/j.advengsoft.2013.12.007 – ident: ref44 doi: 10.1109/TSMCB.2009.2015054 – ident: ref61 doi: 10.1109/ICEC.1998.699146 – ident: ref28 doi: 10.1109/IFSA-NAFIPS.2013.6608570 – ident: ref30 doi: 10.1016/j.eswa.2009.06.105 – ident: ref53 doi: 10.1109/ICCT.2013.6820342 – ident: ref65 doi: 10.1109/SBRN.2012.26 – volume: 4 start-page: 58 year: 2012 ident: ref112 article-title: A Novel Quantum Inspired Cuckoo Search Algorithm for Bin Packing Problem publication-title: International Journal of Information Technology and Computer Science doi: 10.5815/ijitcs.2012.05.08 – ident: ref145 doi: 10.1016/j.procs.2010.12.015 – start-page: 1 year: 2007 ident: ref48 – ident: ref144 doi: 10.5267/j.ijiec.2013.09.007 – ident: ref96 doi: 10.1109/IGARSS.2011.6048894 – ident: ref14 |
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| SubjectTerms | Algorithms Analysis Animals Ants - physiology Applied mathematics Bees - physiology Behavior, Animal Biogeography Biological Evolution Birds - physiology Chromosomes Comparative analysis Computer engineering Computer science Computer Simulation Elitism Evolutionary algorithms Genetic algorithms International conferences Models, Biological Mutation Optimization Optimization algorithms Optimization theory Particle swarm optimization Performance evaluation Population Robotics Selection, Genetic Social Behavior Statistical analysis Statistical tests Studies Swarm intelligence Systems Biology |
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| Title | A Comprehensive Review of Swarm Optimization Algorithms |
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