{"id":"https://openalex.org/W2604265806","doi":"https://doi.org/10.1007/s00500-018-3631-x","title":"Experimental analysis of design elements of scalarizing function-based multiobjective evolutionary algorithms","display_name":"Experimental analysis of design elements of scalarizing function-based multiobjective evolutionary algorithms","publication_year":2018,"publication_date":"2018-11-28","ids":{"openalex":"https://openalex.org/W2604265806","doi":"https://doi.org/10.1007/s00500-018-3631-x","mag":"2604265806"},"language":"en","primary_location":{"id":"doi:10.1007/s00500-018-3631-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00500-018-3631-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00500-018-3631-x.pdf","source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00500-018-3631-x.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082372876","display_name":"Mansoureh Aghabeig","orcid":null},"institutions":[{"id":"https://openalex.org/I46597724","display_name":"Pozna\u0144 University of Technology","ror":"https://ror.org/00p7p3302","country_code":"PL","type":"education","lineage":["https://openalex.org/I46597724"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Mansoureh Aghabeig","raw_affiliation_strings":["Institute of Computing Science, Faculty of Computing, Poznan University of Technology, Poznan, Poland","Institute of Computing Science, Faculty of Computing, Poznan University of Technology, ul. Piotrowo 2, 60-965, Poznan, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Science, Faculty of Computing, Poznan University of Technology, Poznan, Poland","institution_ids":["https://openalex.org/I46597724"]},{"raw_affiliation_string":"Institute of Computing Science, Faculty of Computing, Poznan University of Technology, ul. Piotrowo 2, 60-965, Poznan, Poland","institution_ids":["https://openalex.org/I46597724"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011598685","display_name":"Andrzej Jaszkiewicz","orcid":"https://orcid.org/0000-0002-8337-888X"},"institutions":[{"id":"https://openalex.org/I46597724","display_name":"Pozna\u0144 University of Technology","ror":"https://ror.org/00p7p3302","country_code":"PL","type":"education","lineage":["https://openalex.org/I46597724"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Andrzej Jaszkiewicz","raw_affiliation_strings":["Institute of Computing Science, Faculty of Computing, Poznan University of Technology, Poznan, Poland","Institute of Computing Science, Faculty of Computing, Poznan University of Technology, ul. Piotrowo 2, 60-965, Poznan, Poland"],"raw_orcid":"https://orcid.org/0000-0002-8337-888X","affiliations":[{"raw_affiliation_string":"Institute of Computing Science, Faculty of Computing, Poznan University of Technology, Poznan, Poland","institution_ids":["https://openalex.org/I46597724"]},{"raw_affiliation_string":"Institute of Computing Science, Faculty of Computing, Poznan University of Technology, ul. Piotrowo 2, 60-965, Poznan, Poland","institution_ids":["https://openalex.org/I46597724"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5011598685","https://openalex.org/A5082372876"],"corresponding_institution_ids":["https://openalex.org/I46597724"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.858,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.7483399,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"23","issue":"21","first_page":"10769","last_page":"10780"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9751999974250793,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.7750093936920166},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.7717806696891785},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.669126033782959},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5954353213310242},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.5758016109466553},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5722702145576477},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5523145198822021},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5407190322875977},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5287684202194214},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.491323858499527},{"id":"https://openalex.org/keywords/fitness-function","display_name":"Fitness function","score":0.4450390934944153},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.4442172050476074},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.41358309984207153},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.17874789237976074},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.0708080530166626}],"concepts":[{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.7750093936920166},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.7717806696891785},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.669126033782959},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5954353213310242},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.5758016109466553},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5722702145576477},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5523145198822021},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5407190322875977},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5287684202194214},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.491323858499527},{"id":"https://openalex.org/C176066374","wikidata":"https://www.wikidata.org/wiki/Q629118","display_name":"Fitness function","level":3,"score":0.4450390934944153},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.4442172050476074},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.41358309984207153},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.17874789237976074},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0708080530166626},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00500-018-3631-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00500-018-3631-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00500-018-3631-x.pdf","source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00500-018-3631-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00500-018-3631-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00500-018-3631-x.pdf","source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5887340585","display_name":null,"funder_award_id":"UMO-2013/11/B/ST6/01075","funder_id":"https://openalex.org/F4320322511","funder_display_name":"Narodowe Centrum Nauki"}],"funders":[{"id":"https://openalex.org/F4320322511","display_name":"Narodowe Centrum Nauki","ror":"https://ror.org/03ha2q922"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2604265806.pdf","grobid_xml":"https://content.openalex.org/works/W2604265806.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W587449908","https://openalex.org/W659473080","https://openalex.org/W1500096139","https://openalex.org/W1542631934","https://openalex.org/W1595498733","https://openalex.org/W1660131149","https://openalex.org/W1957430778","https://openalex.org/W1964975765","https://openalex.org/W1978520433","https://openalex.org/W1982052569","https://openalex.org/W1990912193","https://openalex.org/W1991149726","https://openalex.org/W1996483443","https://openalex.org/W2010964534","https://openalex.org/W2022935671","https://openalex.org/W2035960005","https://openalex.org/W2036643871","https://openalex.org/W2036737894","https://openalex.org/W2058142975","https://openalex.org/W2064856647","https://openalex.org/W2067273697","https://openalex.org/W2072804904","https://openalex.org/W2073478661","https://openalex.org/W2083457599","https://openalex.org/W2086472385","https://openalex.org/W2087370833","https://openalex.org/W2087856536","https://openalex.org/W2097715044","https://openalex.org/W2098907614","https://openalex.org/W2102625537","https://openalex.org/W2105245738","https://openalex.org/W2106334424","https://openalex.org/W2106378689","https://openalex.org/W2109865546","https://openalex.org/W2116872250","https://openalex.org/W2117762792","https://openalex.org/W2126105956","https://openalex.org/W2127459836","https://openalex.org/W2128126536","https://openalex.org/W2143381319","https://openalex.org/W2154689682","https://openalex.org/W2155345556","https://openalex.org/W2169490594","https://openalex.org/W2803263920","https://openalex.org/W2963201217","https://openalex.org/W4232828148"],"related_works":["https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W1634842376","https://openalex.org/W2906115061","https://openalex.org/W2977596624","https://openalex.org/W2326694407","https://openalex.org/W2106492215","https://openalex.org/W2489890244","https://openalex.org/W85101999","https://openalex.org/W2082859007"],"abstract_inverted_index":{"In":[0],"this":[1,43],"paper,":[2],"we":[3,116],"systematically":[4],"study":[5],"the":[6,9,21,65,75,82,98,104,111,119,123,127,130,139,154],"influence":[7,125,152],"of":[8,13,23,42,45,77,84,87,132,141,156],"main":[10],"design":[11,120],"elements":[12],"scalarizing":[14,88],"function-based":[15],"multiobjective":[16,54,93,99,112],"evolutionary":[17,55],"algorithms":[18,27,63],"(MOEAs)":[19],"on":[20,58,126],"performance":[22,128],"these":[24],"algorithms.":[25],"Such":[26],"proved":[28],"to":[29],"be":[30],"very":[31],"successful":[32],"in":[33,71],"multiple":[34],"computational":[35],"experiments":[36],"and":[37,53,69,81,110],"practical":[38],"applications.":[39],"Well-known":[40],"examples":[41],"class":[44],"MOEAs":[46],"are":[47],"Jaszkiewicz\u2019s":[48],"multiobjecitve":[49],"genetic":[50],"local":[51],"search":[52],"algorithm":[56],"based":[57],"decomposition":[59],"(MOEA/D).":[60],"The":[61],"two":[62,72],"share":[64],"same":[66],"common":[67],"structure":[68],"differ":[70],"aspects,":[73],"i.e.,":[74,97],"selection":[76,83,140],"parents":[78,136],"for":[79,135],"recombination":[80],"weight":[85,142,159],"vectors":[86,160],"functions.":[89],"Using":[90],"three":[91],"different":[92],"combinatorial":[94],"optimization":[95],"problems,":[96],"symmetric":[100],"traveling":[101,105],"salesperson":[102,106],"problem,":[103,115],"problem":[107],"with":[108,122],"profits,":[109],"set":[113],"covering":[114],"show":[117],"that":[118],"element":[121],"highest":[124],"is":[129,161],"choice":[131],"a":[133],"mechanism":[134],"selection,":[137],"while":[138],"vectors,":[143],"either":[144],"random":[145],"or":[146],"evenly":[147,157],"distributed,":[148],"has":[149],"practically":[150],"negligible":[151],"if":[153],"number":[155],"distributed":[158],"sufficiently":[162],"large.":[163]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":4}],"updated_date":"2026-06-16T07:32:37.131356","created_date":"2025-10-10T00:00:00"}