{"id":"https://openalex.org/W2896972496","doi":"https://doi.org/10.1109/cec.2018.8477815","title":"Collaborative and Adaptive Strategies of Different Scalarizing Functions in MOEA/D","display_name":"Collaborative and Adaptive Strategies of Different Scalarizing Functions in MOEA/D","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2896972496","doi":"https://doi.org/10.1109/cec.2018.8477815","mag":"2896972496"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2018.8477815","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2018.8477815","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055393970","display_name":"Miriam Pescador\u2010Rojas","orcid":"https://orcid.org/0000-0001-7444-6740"},"institutions":[{"id":"https://openalex.org/I68368234","display_name":"Centro de Investigaci\u00f3n y de Estudios Avanzados del Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/009eqmr18","country_code":"MX","type":"facility","lineage":["https://openalex.org/I59361560","https://openalex.org/I68368234"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Miriam Pescador-Rojas","raw_affiliation_strings":["Computer Science Department, CINVESTAV-IPN, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, CINVESTAV-IPN, Mexico","institution_ids":["https://openalex.org/I68368234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085548317","display_name":"Carlos A. Coello Coello","orcid":"https://orcid.org/0000-0002-8435-680X"},"institutions":[{"id":"https://openalex.org/I68368234","display_name":"Centro de Investigaci\u00f3n y de Estudios Avanzados del Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/009eqmr18","country_code":"MX","type":"facility","lineage":["https://openalex.org/I59361560","https://openalex.org/I68368234"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Carlos A. Coello Coello","raw_affiliation_strings":["Computer Science Department, CINVESTAV-IPN, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department, CINVESTAV-IPN, Mexico","institution_ids":["https://openalex.org/I68368234"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I68368234"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"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":1.0,"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":0.9983999729156494,"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":0.9937000274658203,"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":0.7180936932563782},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6801829934120178},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.6282835602760315},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.59199458360672},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5658390522003174},{"id":"https://openalex.org/keywords/intersection","display_name":"Intersection (aeronautics)","score":0.5628944039344788},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5245214700698853},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.49377116560935974},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4806331694126129},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4569658637046814},{"id":"https://openalex.org/keywords/operator","display_name":"Operator (biology)","score":0.44250616431236267},{"id":"https://openalex.org/keywords/boundary","display_name":"Boundary (topology)","score":0.43734025955200195},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4275110960006714},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.35680291056632996},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25759196281433105},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08886566758155823}],"concepts":[{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.7180936932563782},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6801829934120178},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6282835602760315},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.59199458360672},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5658390522003174},{"id":"https://openalex.org/C64543145","wikidata":"https://www.wikidata.org/wiki/Q162942","display_name":"Intersection (aeronautics)","level":2,"score":0.5628944039344788},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5245214700698853},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.49377116560935974},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4806331694126129},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4569658637046814},{"id":"https://openalex.org/C17020691","wikidata":"https://www.wikidata.org/wiki/Q139677","display_name":"Operator (biology)","level":5,"score":0.44250616431236267},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.43734025955200195},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4275110960006714},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.35680291056632996},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25759196281433105},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08886566758155823},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","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},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C86339819","wikidata":"https://www.wikidata.org/wiki/Q407384","display_name":"Transcription factor","level":3,"score":0.0},{"id":"https://openalex.org/C158448853","wikidata":"https://www.wikidata.org/wiki/Q425218","display_name":"Repressor","level":4,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec.2018.8477815","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2018.8477815","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320308996","display_name":"Association for Academic Surgery Foundation","ror":"https://ror.org/04j18qv50"},{"id":"https://openalex.org/F4320321739","display_name":"Consejo Nacional de Ciencia y Tecnolog\u00eda","ror":"https://ror.org/059ex5q34"},{"id":"https://openalex.org/F4320322835","display_name":"Ministry of Economic Affairs","ror":"https://ror.org/042ge0913"},{"id":"https://openalex.org/F4320335331","display_name":"Centro de Investigaci\u00f3n y de Estudios Avanzados del Instituto Polit\u00e9cnico Nacional","ror":"https://ror.org/059sp8j34"},{"id":"https://openalex.org/F4320337393","display_name":"Division of Chemistry","ror":"https://ror.org/01ar8dr59"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W69831977","https://openalex.org/W110044434","https://openalex.org/W224959492","https://openalex.org/W296167973","https://openalex.org/W1461232806","https://openalex.org/W1558919105","https://openalex.org/W1601556876","https://openalex.org/W1662894842","https://openalex.org/W1982048452","https://openalex.org/W1990057974","https://openalex.org/W2008499862","https://openalex.org/W2011748867","https://openalex.org/W2015321644","https://openalex.org/W2025743276","https://openalex.org/W2025822274","https://openalex.org/W2041815507","https://openalex.org/W2058142975","https://openalex.org/W2061475578","https://openalex.org/W2076767658","https://openalex.org/W2083457599","https://openalex.org/W2091503768","https://openalex.org/W2097850690","https://openalex.org/W2102625537","https://openalex.org/W2110373411","https://openalex.org/W2118995999","https://openalex.org/W2119475768","https://openalex.org/W2126105956","https://openalex.org/W2127459836","https://openalex.org/W2143185749","https://openalex.org/W2143381319","https://openalex.org/W2150046657","https://openalex.org/W2153798538","https://openalex.org/W2201295169","https://openalex.org/W2247472518","https://openalex.org/W2410777154","https://openalex.org/W2557786635","https://openalex.org/W2588868245","https://openalex.org/W2734168857","https://openalex.org/W2903869014","https://openalex.org/W4230296728","https://openalex.org/W4254882341","https://openalex.org/W6602830933","https://openalex.org/W6610443540","https://openalex.org/W6675599814","https://openalex.org/W6676433635","https://openalex.org/W6677893730","https://openalex.org/W6835725952"],"related_works":["https://openalex.org/W2393942738","https://openalex.org/W2090178682","https://openalex.org/W2906115061","https://openalex.org/W2073147994","https://openalex.org/W2977596624","https://openalex.org/W2001591765","https://openalex.org/W4241467429","https://openalex.org/W2145877535","https://openalex.org/W2744730182","https://openalex.org/W2384474142"],"abstract_inverted_index":{"In":[0,22,113],"recent":[1],"years,":[2],"the":[3,25,40,67,80,96,103,106,138,152,163],"use":[4],"of":[5,75,82,98,105,166],"decomposition-based":[6],"multi-objective":[7,109],"evolutionary":[8,110,164],"algorithms":[9],"has":[10],"been":[11,56],"very":[12,60],"successful":[13],"in":[14,34,154],"solving":[15],"both":[16,64],"multi-":[17],"and":[18,49,71,127,160],"many-objective":[19],"optimization":[20],"problems.":[21],"these":[23,90,99],"algorithms,":[24],"adopted":[26],"Scalarizing":[27,52],"Functions":[28],"(SFs)":[29],"play":[30],"a":[31,72,118],"crucial":[32],"role":[33],"their":[35],"performance.":[36],"Methods":[37],"such":[38],"as":[39],"Modified":[41],"Weighted":[42],"Chebyshev":[43],"(MCHE),":[44],"Penalty":[45],"Boundary":[46],"Intersection":[47],"(PBI)":[48],"Augmented":[50],"Achievement":[51],"Function":[53],"(AASF)":[54],"have":[55,94],"found":[57],"to":[58,66,147],"be":[59],"effective":[61],"for":[62,89],"achieving":[63],"convergence":[65],"true":[68],"Pareto":[69],"front":[70],"uniform":[73],"distribution":[74],"solutions":[76],"along":[77],"it.":[78],"However,":[79],"choice":[81],"an":[83,132],"appropriate":[84],"model":[85,128],"parameter":[86,100,129],"is":[87],"required":[88],"SFs.":[91],"Some":[92],"studies":[93],"analyzed":[95],"impact":[97],"values":[101,130],"on":[102,121,137],"performance":[104],"best-known":[107],"decomposition":[108],"algorithm":[111],"(MOEA/D).":[112],"this":[114],"paper,":[115],"we":[116],"propose":[117],"strategy":[119],"based":[120,136],"collaborative":[122],"populations":[123],"combining":[124],"different":[125,156],"SFs":[126,157],"via":[131],"adaptive":[133],"operator":[134],"selection":[135],"multi-armed":[139],"bandit":[140],"technique.":[141],"Our":[142],"preliminary":[143],"results":[144],"give":[145],"rise":[146],"some":[148],"interesting":[149],"observations":[150],"regarding":[151],"way":[153],"which":[155],"are":[158],"combined":[159],"adapted":[161],"during":[162],"process":[165],"MOEA/D.":[167]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
