On Algorithmic Descriptions and Software Implementations for Multi-objective Optimisation: A Comparative Study

Multi-objective optimisation is a prominent subfield of optimisation with high relevance in real-world problems, such as engineering design. Over the past 2 decades, a multitude of heuristic algorithms for multi-objective optimisation have been introduced and some of them have become extremely popul...

Celý popis

Uloženo v:

Podrobná bibliografie
Vydáno v:	SN computer science Ročník 1; číslo 5; s. 247
Hlavní autoři:	Rostami, Shahin, Neri, Ferrante, Gyaurski, Kiril
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Singapore Springer Singapore 01.09.2020 Springer Nature B.V
Témata:	Approximation Comparative studies Computer Imaging Computer Science Computer Systems Organization and Communication Networks Data Structures and Information Theory Decision making Design engineering Genetic algorithms Heuristic Heuristic methods Hypotheses Information Systems and Communication Service Multiple objective analysis Optimization Pattern Recognition and Graphics Search algorithms Software Software Engineering/Programming and Operating Systems Survey Article Vision Optimisation software platforms Evolutionary algorithms Multi-objective optimisation
ISSN:	2662-995X, 2661-8907
On-line přístup:	Získat plný text
Tagy:	Přidat tag Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!

Abstract	Multi-objective optimisation is a prominent subfield of optimisation with high relevance in real-world problems, such as engineering design. Over the past 2 decades, a multitude of heuristic algorithms for multi-objective optimisation have been introduced and some of them have become extremely popular. Some of the most promising and versatile algorithms have been implemented in software platforms. This article experimentally investigates the process of interpreting and implementing algorithms by examining multiple popular implementations of three well-known algorithms for multi-objective optimisation. We observed that official and broadly employed software platforms interpreted and thus implemented the same heuristic search algorithm differently. These different interpretations affect the algorithmic structure as well as the software implementation. Numerical results show that these differences cause statistically significant differences in performance.
AbstractList	Multi-objective optimisation is a prominent subfield of optimisation with high relevance in real-world problems, such as engineering design. Over the past 2 decades, a multitude of heuristic algorithms for multi-objective optimisation have been introduced and some of them have become extremely popular. Some of the most promising and versatile algorithms have been implemented in software platforms. This article experimentally investigates the process of interpreting and implementing algorithms by examining multiple popular implementations of three well-known algorithms for multi-objective optimisation. We observed that official and broadly employed software platforms interpreted and thus implemented the same heuristic search algorithm differently. These different interpretations affect the algorithmic structure as well as the software implementation. Numerical results show that these differences cause statistically significant differences in performance.
ArticleNumber	247
Author	Neri, Ferrante Rostami, Shahin Gyaurski, Kiril
Author_xml	– sequence: 1 givenname: Shahin surname: Rostami fullname: Rostami, Shahin organization: Data Science Lab, Polyra Limited, Department of Computing and Informatics, Bournemouth University – sequence: 2 givenname: Ferrante orcidid: 0000-0002-6100-6532 surname: Neri fullname: Neri, Ferrante email: ferrante.neri@nottingham.ac.uk organization: COL Laboratory, School of Computer Science, University of Nottingham – sequence: 3 givenname: Kiril surname: Gyaurski fullname: Gyaurski, Kiril organization: Department of Computing and Informatics, Bournemouth University
BookMark	eNp9kE1LAzEQhoNUsFb_gKeA5-gk2U9vpX4VKj2o4C1ks1lN2U3WJFX8965dQfDQ0wzM-7wz8x6jiXVWI3RG4YIC5JchYWVeEmBAAFiWEnqApizLKClKyCe7npGyTF-O0GkIGxhUKSRJlk6RXVs8b1-dN_GtMwpf66C86aNxNmBpa_zomvgpvcbLrm91p22U47BxHj9s22iIqzZaRfOh8XoAOxN2iis8xwvX9dLL3ewxbuuvE3TYyDbo0986Q8-3N0-Le7Ja3y0X8xVRLC8okazhRZmnFFRD06rKZJWnKpOgMmBcM0hAJsCVLooml5wCr2pWK1rVUnNFJZ-h89G39-59q0MUG7f1dlgpWMlZyhgbjGaoGFXKuxC8boQy43vRS9MKCuInYDEGLIaAxS5gQQeU_UN7bzrpv_ZDfITCILav2v9dtYf6BjFikSU
CitedBy_id	crossref_primary_10_3233_ICA_210664 crossref_primary_10_1016_j_ins_2022_03_020 crossref_primary_10_1155_2024_8831617 crossref_primary_10_3233_ICA_210659 crossref_primary_10_3390_info13040182 crossref_primary_10_1007_s00500_022_07794_2 crossref_primary_10_1016_j_jclepro_2021_128993 crossref_primary_10_1109_TETCI_2021_3074147 crossref_primary_10_1016_j_ins_2021_04_011 crossref_primary_10_1016_j_ins_2021_02_074 crossref_primary_10_1016_j_ins_2021_12_096 crossref_primary_10_3233_ICA_200646 crossref_primary_10_1016_j_ins_2023_119495 crossref_primary_10_1016_j_ins_2020_10_036 crossref_primary_10_1016_j_ins_2020_08_070 crossref_primary_10_1016_j_asoc_2022_109420 crossref_primary_10_1002_ese3_70064
Cites_doi	10.1137/S1052623496307510 10.1016/j.advengsoft.2011.05.014 10.3233/ICA-160529 10.1109/TAP.2009.2032100 10.1145/937503.937505 10.3390/en9030197 10.1109/TEVC.2018.2791283 10.1162/106365600568202 10.1109/TEVC.2008.925798 10.1007/s11047-008-9098-4 10.1016/j.swevo.2019.04.008 10.1162/evco.1994.2.3.221 10.1016/j.swevo.2016.12.002 10.1109/TEVC.2007.892759 10.1109/TEVC.2009.2034647 10.1016/j.swevo.2020.100665 10.1162/EVCO_a_00109 10.1109/MCI.2017.2742868 10.1007/s10462-017-9605-z 10.2307/3001968 10.1016/j.asoc.2016.07.059 10.1007/s00500-008-0392-y 10.1016/j.swevo.2011.11.003 10.1016/j.swevo.2011.02.002 10.1007/978-3-540-24694-7_71 10.1002/(SICI)1099-1360(199801)7:1<34::AID-MCDA161>3.0.CO;2-6 10.1007/s10732-008-9080-4 10.1109/TSMCB.2012.2231860 10.1109/TEVC.2017.2776226 10.1016/j.asoc.2016.08.024 10.1109/3468.650319 10.1109/TEVC.2005.861417 10.1016/j.swevo.2018.03.008 10.1007/s40722-017-0092-8 10.3233/ICA-170547 10.1109/CLEI.2015.7360024 10.1109/CEC.2002.1007032 10.1109/CEC.2009.4982949 10.1007/3-540-45356-3_83 10.1007/978-3-030-12598-1_27 10.1145/2739480.2754687 10.1109/APUSNCURSINRSM.2018.8609394 10.1109/MCDM.2007.369105 10.1109/CEC.2005.1554717 10.1007/978-3-319-97982-3_1 10.1007/978-3-319-15892-1_8 10.1109/CEC.2015.7256993
ContentType	Journal Article
Copyright	The Author(s) 2020 The Author(s) 2020. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml	– notice: The Author(s) 2020 – notice: The Author(s) 2020. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID	C6C AAYXX CITATION 8FE 8FG AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO GNUQQ HCIFZ JQ2 K7- P5Z P62 PHGZM PHGZT PKEHL PQEST PQGLB PQQKQ PQUKI PRINS
DOI	10.1007/s42979-020-00265-1
DatabaseName	Springer Nature OA Free Journals CrossRef ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central UK/Ireland Advanced Technologies & Computer Science Collection ProQuest Central Essentials ProQuest Central - New (Subscription) ProQuest Technology Collection ProQuest One Community College ProQuest Central ProQuest Central Student SciTech Premium Collection ProQuest Computer Science Collection Computer Science Database Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Premium ProQuest One Academic ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic (retired) ProQuest One Academic UKI Edition ProQuest Central China
DatabaseTitle	CrossRef Advanced Technologies & Aerospace Collection Computer Science Database ProQuest Central Student Technology Collection ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Computer Science Collection ProQuest One Academic Eastern Edition SciTech Premium Collection ProQuest One Community College ProQuest Technology Collection ProQuest SciTech Collection ProQuest Central China ProQuest Central Advanced Technologies & Aerospace Database ProQuest One Applied & Life Sciences ProQuest One Academic UKI Edition ProQuest Central Korea ProQuest Central (New) ProQuest One Academic ProQuest One Academic (New)
DatabaseTitleList	Advanced Technologies & Aerospace Collection CrossRef
Database_xml	– sequence: 1 dbid: P5Z name: Advanced Technologies & Aerospace Database url: https://search.proquest.com/hightechjournals sourceTypes: Aggregation Database
DeliveryMethod	fulltext_linktorsrc
Discipline	Computer Science
EISSN	2661-8907
ExternalDocumentID	10_1007_s42979_020_00265_1
GroupedDBID	0R~ 406 AACDK AAHNG AAJBT AASML AATNV AAUYE ABAKF ABECU ABHQN ABJNI ABMQK ABTEG ABTKH ABWNU ACAOD ACDTI ACHSB ACOKC ACPIV ACZOJ ADKNI ADTPH ADYFF AEFQL AEMSY AESKC AFBBN AFKRA AFQWF AGMZJ AGQEE AGRTI AIGIU AILAN AJZVZ ALMA_UNASSIGNED_HOLDINGS AMXSW AMYLF ARAPS BAPOH BENPR BGLVJ BSONS C6C CCPQU DPUIP EBLON EBS EJD FIGPU FNLPD GGCAI GNWQR HCIFZ IKXTQ IWAJR JZLTJ K7- LLZTM NPVJJ NQJWS OK1 PT4 ROL RSV SJYHP SNE SOJ SRMVM SSLCW UOJIU UTJUX ZMTXR 2JN AAYXX ABBRH ABDBE ABFSG ABRTQ ACSTC ADKFA AEZWR AFDZB AFFHD AFHIU AFOHR AHPBZ AHWEU AIXLP ATHPR AYFIA CITATION KOV PHGZM PHGZT PQGLB 8FE 8FG AZQEC DWQXO GNUQQ JQ2 P62 PKEHL PQEST PQQKQ PQUKI PRINS
ID	FETCH-LOGICAL-c2781-a2f3897510cf15bb6ab75c6a0c6023e2040a403ce88f7a3103bd2dc1bdae3c1a3
IEDL.DBID	P5Z
ISSN	2662-995X
IngestDate	Wed Nov 05 14:46:43 EST 2025 Tue Nov 18 21:31:36 EST 2025 Sat Nov 29 05:16:47 EST 2025 Fri Feb 21 02:35:17 EST 2025
IsDoiOpenAccess	true
IsOpenAccess	true
IsPeerReviewed	true
IsScholarly	true
Issue	5
Keywords	Optimisation software platforms Evolutionary algorithms Multi-objective optimisation
Language	English
LinkModel	DirectLink
MergedId	FETCHMERGED-LOGICAL-c2781-a2f3897510cf15bb6ab75c6a0c6023e2040a403ce88f7a3103bd2dc1bdae3c1a3
Notes	ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14
ORCID	0000-0002-6100-6532
OpenAccessLink	https://link.springer.com/10.1007/s42979-020-00265-1
PQID	2932522202
PQPubID	6623307
ParticipantIDs	proquest_journals_2932522202 crossref_citationtrail_10_1007_s42979_020_00265_1 crossref_primary_10_1007_s42979_020_00265_1 springer_journals_10_1007_s42979_020_00265_1
PublicationCentury	2000
PublicationDate	20200900 2020-09-00 20200901
PublicationDateYYYYMMDD	2020-09-01
PublicationDate_xml	– month: 9 year: 2020 text: 20200900
PublicationDecade	2020
PublicationPlace	Singapore
PublicationPlace_xml	– name: Singapore – name: Kolkata
PublicationTitle	SN computer science
PublicationTitleAbbrev	SN COMPUT. SCI
PublicationYear	2020
Publisher	Springer Singapore Springer Nature B.V
Publisher_xml	– name: Springer Singapore – name: Springer Nature B.V
References	Zhang, Li (CR57) 2007; 11 Czyźak, Jaszkiewicz (CR8) 1998; 7 Durillo, Nebro (CR16) 2011; 42 Strickler, Lima, Vergilio, Pozo (CR50) 2016; 49 Durillo, Nebro, Coello, Garcia-Nieto, Luna, Alba (CR17) 2010; 14 de Alcântara dos Santos Neto, Britto, de Andrade Lira Rabêo, de Almeida Cruz, Lira (CR47) 2016; 49 CR37 CR36 Del Ser, Osaba, Molina, Yang, Salcedo-Sanz, Camacho, Das, Suganthan, Coello Coello, Herrera (CR13) 2019; 48 CR34 CR33 CR31 Neri, Cotta (CR40) 2012; 2 CR30 Ke, Zhang, Battiti (CR32) 2013; 43 Derrac, García, Molina, Herrera (CR14) 2011; 1 CR4 Fonseca, Fleming (CR19) 1998; 28 Cocańa-Fernández, Sanchez, Ranilla (CR5) 2016; 9 Hussain, Mohd Salleh, Cheng, Shi (CR26) 2019; 52 Qi, Ma, Liu, Jiao, Sun, Wu (CR41) 2014; 22 CR43 CR42 Srinivas, Deb (CR49) 1994; 2 Goudos, Sahalos (CR22) 2010; 58 Deb, Agrawal (CR10) 1995; 9 Al-Dabbagh, Neri, Idris, Baba (CR1) 2018; 43 Mytilinou, Kolios (CR39) 2017; 3 Rostami, Neri (CR45) 2017; 34 Das, Dennis (CR9) 1998; 8 Miettinen (CR38) 1999 CR18 Sun, Yen, Yi (CR51) 2019; 23 CR15 Garcia, Fernandez, Luengo, Herrera (CR20) 2008; 13 CR58 Li, Zhang (CR35) 2009; 13 Coello, Lamont, Veldhuizen (CR6) 2007 CR12 CR56 CR11 CR52 Carrasco, García, Rueda, Das, Herrera (CR61) 2020; 54 Rostami, Neri (CR44) 2016; 23 Tian, Cheng, Zhang, Jin (CR54) 2017; 12 Ishibuchi, Imada, Setoguchi, Nojima (CR28) 2018; 22 Rostami, Neri, Epitropakis (CR46) 2017; 24 Talbi (CR53) 2008 Coello Coello, Reyes Sierra, Monroy, Arroyo-Figueroa, Sucar, Sossa (CR7) 2004 Blum, Roli (CR3) 2003; 35 Wilcoxon (CR55) 1945; 1 García, Molina, Lozano, Herrera (CR21) 2008; 15 CR29 Zitzler, Deb, Thiele (CR59) 2000; 8 CR27 Sinha (CR48) 2005 CR24 CR23 Huband, Hingston, Barone, While (CR25) 2006; 10 CR60 Bianchi, Dorigo, Gambardella, Gutjahr (CR2) 2009; 8 S García (265_CR21) 2008; 15 L Bianchi (265_CR2) 2009; 8 F Wilcoxon (265_CR55) 1945; 1 265_CR12 265_CR56 265_CR11 265_CR52 S Rostami (265_CR46) 2017; 24 Q Zhang (265_CR57) 2007; 11 E Zitzler (265_CR59) 2000; 8 RD Al-Dabbagh (265_CR1) 2018; 43 K Hussain (265_CR26) 2019; 52 K Miettinen (265_CR38) 1999 265_CR60 SK Goudos (265_CR22) 2010; 58 CM Fonseca (265_CR19) 1998; 28 265_CR23 265_CR24 S Garcia (265_CR20) 2008; 13 N Srinivas (265_CR49) 1994; 2 A Strickler (265_CR50) 2016; 49 265_CR18 P de Alcântara dos Santos Neto (265_CR47) 2016; 49 H Ishibuchi (265_CR28) 2018; 22 J Carrasco (265_CR61) 2020; 54 265_CR58 265_CR15 A Cocańa-Fernández (265_CR5) 2016; 9 I Das (265_CR9) 1998; 8 CAC Coello (265_CR6) 2007 JJ Durillo (265_CR17) 2010; 14 K Deb (265_CR10) 1995; 9 CA Coello Coello (265_CR7) 2004 V Mytilinou (265_CR39) 2017; 3 C Blum (265_CR3) 2003; 35 265_CR34 265_CR33 265_CR30 265_CR31 Y Sun (265_CR51) 2019; 23 265_CR29 265_CR27 EG Talbi (265_CR53) 2008 S Huband (265_CR25) 2006; 10 S Rostami (265_CR45) 2017; 34 J Del Ser (265_CR13) 2019; 48 Y Qi (265_CR41) 2014; 22 P Czyźak (265_CR8) 1998; 7 H Li (265_CR35) 2009; 13 L Ke (265_CR32) 2013; 43 265_CR4 265_CR43 S Rostami (265_CR44) 2016; 23 265_CR42 SM Sinha (265_CR48) 2005 J Derrac (265_CR14) 2011; 1 265_CR36 JJ Durillo (265_CR16) 2011; 42 265_CR37 F Neri (265_CR40) 2012; 2 Y Tian (265_CR54) 2017; 12
References_xml	– volume: 8 start-page: 631 issue: 3 year: 1998 end-page: 657 ident: CR9 article-title: Normal-boundary intersection: a new method for generating the pareto surface in nonlinear multicriteria optimization problems publication-title: SIAM J Optim doi: 10.1137/S1052623496307510 – volume: 42 start-page: 760 year: 2011 end-page: 771 ident: CR16 article-title: jmetal: a java framework for multi-objective optimization publication-title: Adv Eng Softw doi: 10.1016/j.advengsoft.2011.05.014 – volume: 23 start-page: 313 issue: 4 year: 2016 end-page: 329 ident: CR44 article-title: Covariance matrix adaptation pareto archived evolution strategy with hypervolume-sorted adaptive grid algorithm publication-title: Integr Comput Aided Eng doi: 10.3233/ICA-160529 – ident: CR4 – volume: 58 start-page: 132 issue: 1 year: 2010 end-page: 144 ident: CR22 article-title: Pareto optimal microwave filter design using multiobjective differential evolution publication-title: IEEE Trans Antennas Propag doi: 10.1109/TAP.2009.2032100 – ident: CR12 – volume: 35 start-page: 268 issue: 3 year: 2003 end-page: 308 ident: CR3 article-title: Metaheuristics in combinatorial optimization: overview and conceptual comparison publication-title: ACM Comput Surv doi: 10.1145/937503.937505 – volume: 9 start-page: 197 year: 2016 end-page: 213 ident: CR5 article-title: Improving the eco-efficiency of high performance computing clusters using eecluster publication-title: Energies doi: 10.3390/en9030197 – year: 2007 ident: CR6 publication-title: Evolutionary algorithms for solving multi-objective problems – volume: 23 start-page: 173 issue: 2 year: 2019 end-page: 187 ident: CR51 article-title: Igd indicator-based evolutionary algorithm for many-objective optimization problems publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2018.2791283 – volume: 8 start-page: 173 issue: 2 year: 2000 end-page: 195 ident: CR59 article-title: Comparison of multiobjective evolutionary algorithms: empirical results publication-title: Evolut Comput doi: 10.1162/106365600568202 – ident: CR29 – volume: 13 start-page: 284 issue: 2 year: 2009 end-page: 302 ident: CR35 article-title: Multiobjective optimization problems with complicated pareto sets, moea/ d and nsga-ii publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2008.925798 – ident: CR58 – ident: CR42 – ident: CR15 – volume: 8 start-page: 239 issue: 2 year: 2009 end-page: 287 ident: CR2 article-title: A survey on metaheuristics for stochastic combinatorial optimization publication-title: Nat Comput doi: 10.1007/s11047-008-9098-4 – volume: 48 start-page: 220 year: 2019 end-page: 250 ident: CR13 article-title: Bio-inspired computation: where we stand and what’s next publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2019.04.008 – volume: 2 start-page: 221 issue: 3 year: 1994 end-page: 248 ident: CR49 article-title: Muiltiobjective optimization using nondominated sorting in genetic algorithms publication-title: Evolut Comput doi: 10.1162/evco.1994.2.3.221 – ident: CR11 – volume: 34 start-page: 50 year: 2017 end-page: 67 ident: CR45 article-title: A fast hypervolume driven selection mechanism for many-objective optimisation problems publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2016.12.002 – ident: CR60 – ident: CR36 – volume: 11 start-page: 712 issue: 6 year: 2007 end-page: 731 ident: CR57 article-title: Moea/d: a multiobjective evolutionary algorithm based on decomposition publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2007.892759 – volume: 14 start-page: 618 year: 2010 end-page: 635 ident: CR17 article-title: A study of multiobjective metaheuristics when solving parameter scalable problems publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2009.2034647 – volume: 54 start-page: 100665 year: 2020 ident: CR61 article-title: Recent trends in the use of statistical tests for comparing swarm and evolutionary computing algorithms: Practical guidelines and a critical review publication-title: Swarm and Evolutionary Computation doi: 10.1016/j.swevo.2020.100665 – year: 1999 ident: CR38 publication-title: Nonlinear multiobjective optimization – volume: 22 start-page: 231 issue: 2 year: 2014 end-page: 264 ident: CR41 article-title: Moea/d with adaptive weight adjustment publication-title: Evolut Comput doi: 10.1162/EVCO_a_00109 – volume: 12 start-page: 73 issue: 4 year: 2017 end-page: 87 ident: CR54 article-title: Platemo: a matlab platform for evolutionary multi-objective optimization [educational forum] publication-title: IEEE Comput Intell Mag doi: 10.1109/MCI.2017.2742868 – ident: CR18 – ident: CR43 – year: 2005 ident: CR48 publication-title: Mathematical programming – year: 2008 ident: CR53 publication-title: Metaheuristics: from design to implementation – volume: 52 start-page: 2191 issue: 4 year: 2019 end-page: 2233 ident: CR26 article-title: Metaheuristic research: a comprehensive survey publication-title: Artif Intell Rev doi: 10.1007/s10462-017-9605-z – volume: 1 start-page: 80 year: 1945 end-page: 83 ident: CR55 article-title: Individual comparisons by ranking methods publication-title: Biometr Bull doi: 10.2307/3001968 – volume: 49 start-page: 1232 year: 2016 end-page: 1242 ident: CR50 article-title: Deriving products for variability test of feature models with a hyper-heuristic approach publication-title: Appl Soft Comput doi: 10.1016/j.asoc.2016.07.059 – volume: 13 start-page: 959 issue: 10 year: 2008 end-page: 977 ident: CR20 article-title: A study of statistical techniques and performance measures for genetics-based machine learning: accuracy and interpretability publication-title: Soft Comput doi: 10.1007/s00500-008-0392-y – ident: CR37 – volume: 2 start-page: 1 year: 2012 end-page: 14 ident: CR40 article-title: Memetic algorithms and memetic computing optimization: a literature review publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2011.11.003 – volume: 1 start-page: 3 issue: 1 year: 2011 end-page: 18 ident: CR14 article-title: A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2011.02.002 – ident: CR30 – start-page: 688 year: 2004 end-page: 697 ident: CR7 article-title: A study of the parallelization of a coevolutionary multi-objective evolutionary algorithm publication-title: MICAI 2004: advances in artificial intelligence doi: 10.1007/978-3-540-24694-7_71 – volume: 7 start-page: 34 issue: 1 year: 1998 end-page: 47 ident: CR8 article-title: Pareto simulated annealing—a metaheuristic technique for multiple-objective combinatorial optimization publication-title: J Multi Criteria Decis Anal doi: 10.1002/(SICI)1099-1360(199801)7:1<34::AID-MCDA161>3.0.CO;2-6 – ident: CR33 – volume: 15 start-page: 617 issue: 6 year: 2008 end-page: 644 ident: CR21 article-title: A study on the use of non-parametric tests for analyzing the evolutionary algorithms’ behaviour: a case study on the CEC’2005 Special Session on Real Parameter Optimization publication-title: J Heuristics doi: 10.1007/s10732-008-9080-4 – volume: 43 start-page: 1845 issue: 6 year: 2013 end-page: 1859 ident: CR32 article-title: Moea/d-aco: a multiobjective evolutionary algorithm using decomposition and antcolony publication-title: IEEE Trans Cybern doi: 10.1109/TSMCB.2012.2231860 – ident: CR56 – volume: 22 start-page: 961 issue: 6 year: 2018 end-page: 975 ident: CR28 article-title: Reference point specification in inverted generational distance for triangular linear pareto front publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2017.2776226 – volume: 49 start-page: 1243 year: 2016 end-page: 1255 ident: CR47 article-title: A hybrid approach to suggest software product line portfolios publication-title: Appl Soft Comput doi: 10.1016/j.asoc.2016.08.024 – volume: 28 start-page: 26 issue: 1 year: 1998 end-page: 37 ident: CR19 article-title: Multiobjective optimization and multiple constraint handling with evolutionary algorithms. I. A unified formulation publication-title: IEEE Trans Syst Man Cybern Part A Syst Hum doi: 10.1109/3468.650319 – volume: 10 start-page: 477 year: 2006 end-page: 506 ident: CR25 article-title: A review of multiobjective test problems and a scalable test problem toolkit publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2005.861417 – ident: CR27 – ident: CR23 – volume: 43 start-page: 284 year: 2018 end-page: 311 ident: CR1 article-title: Algorithmic design issues in adaptive differential evolution schemes: review and taxonomy publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2018.03.008 – volume: 9 start-page: 115 issue: 2 year: 1995 end-page: 148 ident: CR10 article-title: Simulated binary crossover for continuous search space publication-title: Complex Syst – volume: 3 start-page: 265 year: 2017 end-page: 284 ident: CR39 article-title: A multi-objective optimisation approach applied to offshore wind farm location selection publication-title: J Ocean Eng Mar Energy doi: 10.1007/s40722-017-0092-8 – ident: CR52 – ident: CR31 – ident: CR34 – volume: 24 start-page: 315 issue: 4 year: 2017 end-page: 335 ident: CR46 article-title: Progressive preference articulation for decision making in multi-objective optimisation problems publication-title: Integr Comput Aided Eng doi: 10.3233/ICA-170547 – ident: CR24 – volume: 13 start-page: 284 issue: 2 year: 2009 ident: 265_CR35 publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2008.925798 – volume: 14 start-page: 618 year: 2010 ident: 265_CR17 publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2009.2034647 – ident: 265_CR30 – volume: 2 start-page: 1 year: 2012 ident: 265_CR40 publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2011.11.003 – volume: 35 start-page: 268 issue: 3 year: 2003 ident: 265_CR3 publication-title: ACM Comput Surv doi: 10.1145/937503.937505 – volume: 13 start-page: 959 issue: 10 year: 2008 ident: 265_CR20 publication-title: Soft Comput doi: 10.1007/s00500-008-0392-y – volume: 58 start-page: 132 issue: 1 year: 2010 ident: 265_CR22 publication-title: IEEE Trans Antennas Propag doi: 10.1109/TAP.2009.2032100 – ident: 265_CR42 doi: 10.1109/CLEI.2015.7360024 – ident: 265_CR43 – volume: 23 start-page: 173 issue: 2 year: 2019 ident: 265_CR51 publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2018.2791283 – volume: 48 start-page: 220 year: 2019 ident: 265_CR13 publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2019.04.008 – volume: 52 start-page: 2191 issue: 4 year: 2019 ident: 265_CR26 publication-title: Artif Intell Rev doi: 10.1007/s10462-017-9605-z – ident: 265_CR37 – volume: 8 start-page: 631 issue: 3 year: 1998 ident: 265_CR9 publication-title: SIAM J Optim doi: 10.1137/S1052623496307510 – ident: 265_CR12 doi: 10.1109/CEC.2002.1007032 – volume: 24 start-page: 315 issue: 4 year: 2017 ident: 265_CR46 publication-title: Integr Comput Aided Eng doi: 10.3233/ICA-170547 – volume: 34 start-page: 50 year: 2017 ident: 265_CR45 publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2016.12.002 – volume: 8 start-page: 173 issue: 2 year: 2000 ident: 265_CR59 publication-title: Evolut Comput doi: 10.1162/106365600568202 – volume: 10 start-page: 477 year: 2006 ident: 265_CR25 publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2005.861417 – ident: 265_CR58 doi: 10.1109/CEC.2009.4982949 – ident: 265_CR60 – volume: 28 start-page: 26 issue: 1 year: 1998 ident: 265_CR19 publication-title: IEEE Trans Syst Man Cybern Part A Syst Hum doi: 10.1109/3468.650319 – volume: 2 start-page: 221 issue: 3 year: 1994 ident: 265_CR49 publication-title: Evolut Comput doi: 10.1162/evco.1994.2.3.221 – ident: 265_CR11 doi: 10.1007/3-540-45356-3_83 – ident: 265_CR27 doi: 10.1007/978-3-030-12598-1_27 – volume-title: Metaheuristics: from design to implementation year: 2008 ident: 265_CR53 – volume: 22 start-page: 231 issue: 2 year: 2014 ident: 265_CR41 publication-title: Evolut Comput doi: 10.1162/EVCO_a_00109 – volume: 49 start-page: 1232 year: 2016 ident: 265_CR50 publication-title: Appl Soft Comput doi: 10.1016/j.asoc.2016.07.059 – ident: 265_CR36 doi: 10.1145/2739480.2754687 – volume: 9 start-page: 115 issue: 2 year: 1995 ident: 265_CR10 publication-title: Complex Syst – ident: 265_CR52 – volume: 43 start-page: 284 year: 2018 ident: 265_CR1 publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2018.03.008 – volume-title: Nonlinear multiobjective optimization year: 1999 ident: 265_CR38 – volume: 23 start-page: 313 issue: 4 year: 2016 ident: 265_CR44 publication-title: Integr Comput Aided Eng doi: 10.3233/ICA-160529 – volume-title: Evolutionary algorithms for solving multi-objective problems year: 2007 ident: 265_CR6 – ident: 265_CR23 – ident: 265_CR18 – volume: 12 start-page: 73 issue: 4 year: 2017 ident: 265_CR54 publication-title: IEEE Comput Intell Mag doi: 10.1109/MCI.2017.2742868 – volume: 1 start-page: 3 issue: 1 year: 2011 ident: 265_CR14 publication-title: Swarm Evolut Comput doi: 10.1016/j.swevo.2011.02.002 – ident: 265_CR4 doi: 10.1109/APUSNCURSINRSM.2018.8609394 – volume: 42 start-page: 760 year: 2011 ident: 265_CR16 publication-title: Adv Eng Softw doi: 10.1016/j.advengsoft.2011.05.014 – ident: 265_CR33 doi: 10.1109/MCDM.2007.369105 – volume: 11 start-page: 712 issue: 6 year: 2007 ident: 265_CR57 publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2007.892759 – volume: 7 start-page: 34 issue: 1 year: 1998 ident: 265_CR8 publication-title: J Multi Criteria Decis Anal doi: 10.1002/(SICI)1099-1360(199801)7:1<34::AID-MCDA161>3.0.CO;2-6 – volume: 1 start-page: 80 year: 1945 ident: 265_CR55 publication-title: Biometr Bull doi: 10.2307/3001968 – volume: 15 start-page: 617 issue: 6 year: 2008 ident: 265_CR21 publication-title: J Heuristics doi: 10.1007/s10732-008-9080-4 – volume: 8 start-page: 239 issue: 2 year: 2009 ident: 265_CR2 publication-title: Nat Comput doi: 10.1007/s11047-008-9098-4 – ident: 265_CR31 – ident: 265_CR34 doi: 10.1109/CEC.2005.1554717 – start-page: 688 volume-title: MICAI 2004: advances in artificial intelligence year: 2004 ident: 265_CR7 doi: 10.1007/978-3-540-24694-7_71 – ident: 265_CR56 doi: 10.1007/978-3-319-97982-3_1 – volume: 3 start-page: 265 year: 2017 ident: 265_CR39 publication-title: J Ocean Eng Mar Energy doi: 10.1007/s40722-017-0092-8 – volume: 9 start-page: 197 year: 2016 ident: 265_CR5 publication-title: Energies doi: 10.3390/en9030197 – volume: 22 start-page: 961 issue: 6 year: 2018 ident: 265_CR28 publication-title: IEEE Trans Evolut Comput doi: 10.1109/TEVC.2017.2776226 – ident: 265_CR29 doi: 10.1007/978-3-319-15892-1_8 – volume: 54 start-page: 100665 year: 2020 ident: 265_CR61 publication-title: Swarm and Evolutionary Computation doi: 10.1016/j.swevo.2020.100665 – ident: 265_CR15 doi: 10.1109/CEC.2015.7256993 – ident: 265_CR24 – volume-title: Mathematical programming year: 2005 ident: 265_CR48 – volume: 49 start-page: 1243 year: 2016 ident: 265_CR47 publication-title: Appl Soft Comput doi: 10.1016/j.asoc.2016.08.024 – volume: 43 start-page: 1845 issue: 6 year: 2013 ident: 265_CR32 publication-title: IEEE Trans Cybern doi: 10.1109/TSMCB.2012.2231860
SSID	ssj0002504465
Score	2.2620835
Snippet	Multi-objective optimisation is a prominent subfield of optimisation with high relevance in real-world problems, such as engineering design. Over the past 2...
SourceID	proquest crossref springer
SourceType	Aggregation Database Enrichment Source Index Database Publisher
StartPage	247
SubjectTerms	Approximation Comparative studies Computer Imaging Computer Science Computer Systems Organization and Communication Networks Data Structures and Information Theory Decision making Design engineering Genetic algorithms Heuristic Heuristic methods Hypotheses Information Systems and Communication Service Multiple objective analysis Optimization Pattern Recognition and Graphics Search algorithms Software Software Engineering/Programming and Operating Systems Survey Article Vision
SummonAdditionalLinks	– databaseName: SpringerLINK Contemporary 1997-Present dbid: RSV link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LSwMxEA6iHrxYn1itkoM3DWyyr8RbKRZPrViV3pZssquVdiu7VfHfO0mzLYoKes6DJZnHN5uZ-RA69XmkPZGHRHu5IAGnEZGZ4iQ3vHs6YBBlBJZsIu71-HAorl1RWFVnu9dPktZSL4rdwHLGgphwxwQOIYGYZw3cHTeEDTeD-8WfFdOUK7AckuB8GBEiHLpqme-3-eyRljDzy8uodTjdxv8-dQttOoCJ23OJ2EYrWbGDGjV5A3a6vIuKfoHb44dpOZo9TkYKQwBaG5AKy0LjARjoN1lm2DYQnrgaJRgEmItt3S6Zpk9ze4n7sHDiMoMucBt3lk3FsUlVfN9Dd93L284VceQLRLGYUyJZDlgmBpVVOQ3TNJJpHKpIeioCN58xUH4ZeL7KOM9jadjKUs20oqmWma-o9PfRajEtsgOEua9TgAoSoKYI0kBLYXhlVBhTqrmIwiai9QUkynUmNwQZ42TRU9keaAIHmtgDTWgTnS3WPM_7cvw6u1Xfa-J0tEoA6DBAn8xjTXRe3-Ny-OfdDv82_QhtMCsKJjGthVZn5Ut2jNbV62xUlSdWdj8A_zPnVg priority: 102 providerName: Springer Nature
Title	On Algorithmic Descriptions and Software Implementations for Multi-objective Optimisation: A Comparative Study
URI	https://link.springer.com/article/10.1007/s42979-020-00265-1 https://www.proquest.com/docview/2932522202
Volume	1
hasFullText	1
inHoldings	1
isFullTextHit
isPrint
journalDatabaseRights	– providerCode: PRVPQU databaseName: Advanced Technologies & Aerospace Database customDbUrl: eissn: 2661-8907 dateEnd: 20241209 omitProxy: false ssIdentifier: ssj0002504465 issn: 2662-995X databaseCode: P5Z dateStart: 20200101 isFulltext: true titleUrlDefault: https://search.proquest.com/hightechjournals providerName: ProQuest – providerCode: PRVPQU databaseName: Computer Science Database customDbUrl: eissn: 2661-8907 dateEnd: 20241209 omitProxy: false ssIdentifier: ssj0002504465 issn: 2662-995X databaseCode: K7- dateStart: 20200101 isFulltext: true titleUrlDefault: http://search.proquest.com/compscijour providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: eissn: 2661-8907 dateEnd: 20241209 omitProxy: false ssIdentifier: ssj0002504465 issn: 2662-995X databaseCode: BENPR dateStart: 20200101 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVAVX databaseName: Springer Online Journals customDbUrl: eissn: 2661-8907 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002504465 issn: 2662-995X databaseCode: RSV dateStart: 20190101 isFulltext: true titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22 providerName: Springer Nature – providerCode: PRVAVX databaseName: Springer Online Journals customDbUrl: eissn: 2661-8907 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002504465 issn: 2662-995X databaseCode: RSV dateStart: 20200101 isFulltext: true titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22 providerName: Springer Nature
link	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1JSwMxFH6o9eDFBRWrteTgTYPNrIkXqUURhLa4UbwMmWTGBTvVtir-e1_STIuCXrzMJQthXvKW5L3vA9jzeaQbIg-pbuSCBpxFVGaK09zw7unAwygjsGQTcbvNez3RdRduI5dWWepEq6j1QJk78kM0Sx76ChirH7-8UsMaZV5XHYXGPFQMSoKhbuiGd9M7FgPPFVg2STRDHhUi7Lm6GVs9h6o4FtTETyYSCSn7bptmDuePN1Jres5W_rvoVVh2TidpTnbJGsxlxToUnYI0n--x-_ih_6gIRqClBhkRWWhyhRr6Qw4zYhGE-65ICRvRzyW2cJcO0qeJwiQdHNh3qUFHpElaM1RxYnIVPzfg5uz0unVOHfsCVV7MGZVejs5MjGdW5SxM00imcagi2VAR2vnMw9Mvg4avMs7zWBq6slR7WrFUy8xXTPqbsFAMimwLCPd1ir6CRF9TBGmgpTDEMiqMGdNcRGEVWPnfE-WgyQ1DxnMyBVW2skpQVomVVcKqsD8d8zIB5vizd60UUOIO6SiZSacKB6WIZ82_z7b992w7sOTZXWUy0WqwMB6-ZbuwqN7Hj6NhHSonp-3uZR3mL2JatxsWv5dXt18ycu55
linkProvider	ProQuest
linkToHtml	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1NTxsxEB1BWoleWlBBpKXFBzgVi9j7YbtSVUW0CBQISICU2-K1vUBFNmmSFvGn-hs7dnYTtRLcOHD22tpdP8-bsT3zALYimdqWKhJqW4WisWQp1c5IWnjdPRtzjDLiIDYhul3Z66nTBfhT58L4a5W1TQyG2g6M3yPfRVri6CtgrP51-JN61Sh_ulpLaExh0XH3dxiyjb8cfsP53eZ8__v53gGtVAWo4UIyqnmBJC0Qi6ZgSZ6nOheJSXXLpMhfjiOqddyKjJOyENrLcOWWW8Nyq11kmI5w3EV4EUdS-HXVEXS2p-PLgcVBvRJpj1Olkl6VpxOy9dD0C0V9vOYjn4Syf7lw7uD-dyYbqG7_zXP7ScvwunKqSXu6ClZgwZVvoTwpSfv2Cl9vct2_MQQj7NpCjokuLTlDBrrTI0dCheR-lYSFjejHk5CYTAf5jykhkBPs2K-uPn0mbbI3r5pO_F3M-1W4eJJPXINGOSjdOhAZ2Rx9IY2-tIrz2GrlhXNMIhizUqVJE1g9z5mpSq97BZDbbFY0OmAjQ2xkARsZa8KnWZ_htPDIo09v1IDIKiM0zuZoaMJODal588OjvXt8tE1YOjg_PsqODrud9_CKB0T7W3cb0JiMfrkP8NL8ntyMRx_D8iBw-dRQ-wtp1Uec
linkToPdf	http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LSwMxEA6iIl6sT6zPHLxp6Cb7SrwVtShKW6hKb0s22dVKuy1tVfz3TtLdVkUF8ZwHSx4z32xmvg-hI5cH2hGpT7STCuJxGhCZKE5So7unPQZRhmfFJsJ6nbfbovmhit9muxdPkpOaBsPSlI0rA51WpoVvYEVDQUzoY4IIn0D8s-CZRHoTr7fup39ZDEGXZ_UkwRExIoTfzitnvp_ms3eaQc4vr6TW-dRK___sVbSSA09cnZyUNTSXZOuoVIg64PyOb6CskeFq96E_7Iwfex2FITAtDMsIy0zjFhjuVzlMsCUW7uW1S9AI8Bfbel7Sj58mdhQ3YGAvzxg6xVV8NiMbxyaF8W0T3dUubs8uSS7KQBQLOSWSpYBxQrjKKqV-HAcyDn0VSEcF4P4TBkZBeo6rEs7TUBoVs1gzrWisZeIqKt0tNJ_1s2QbYe7qGCCEBAgqvNjTUhi9GeWHlGouAr-MaLEZkcoZy41wRjeaci3bBY1gQSO7oBEto-PpmMGEr-PX3nvFHkf53R1FAIAYoFLmsDI6KfZ01vzzbDt_636Ilprntejmqn69i5aZPRUmd20PzY-Hz8k-WlQv485oeGCP9DtgVfMe
openUrl	ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=On+Algorithmic+Descriptions+and+Software+Implementations+for+Multi-objective+Optimisation%3A+A+Comparative+Study&rft.jtitle=SN+computer+science&rft.au=Rostami%2C+Shahin&rft.au=Neri%2C+Ferrante&rft.au=Gyaurski%2C+Kiril&rft.date=2020-09-01&rft.pub=Springer+Nature+B.V&rft.issn=2662-995X&rft.eissn=2661-8907&rft.volume=1&rft.issue=5&rft.spage=247&rft_id=info:doi/10.1007%2Fs42979-020-00265-1
thumbnail_l	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2662-995X&client=summon
thumbnail_m	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2662-995X&client=summon
thumbnail_s	http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2662-995X&client=summon