{"id":"https://openalex.org/W2771061817","doi":"https://doi.org/10.1109/smc.2017.8122576","title":"Estimation distribution algorithms with differential mutation for multi-objective optimization problems","display_name":"Estimation distribution algorithms with differential mutation for multi-objective optimization problems","publication_year":2017,"publication_date":"2017-10-01","ids":{"openalex":"https://openalex.org/W2771061817","doi":"https://doi.org/10.1109/smc.2017.8122576","mag":"2771061817"},"language":"en","primary_location":{"id":"doi:10.1109/smc.2017.8122576","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc.2017.8122576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5069792336","display_name":"Shujun Gao","orcid":"https://orcid.org/0000-0002-2691-878X"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Shujun Gao","raw_affiliation_strings":["Department of Mechanical Engineering, The University of British Columbia, Vancouver, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, The University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077953037","display_name":"Clarence W. de Silva","orcid":"https://orcid.org/0000-0002-5871-639X"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Clarence W. de Silva","raw_affiliation_strings":["Department of Mechanical Engineering, The University of British Columbia, Vancouver, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, The University of British Columbia, Vancouver, Canada","institution_ids":["https://openalex.org/I141945490"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I141945490"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1921747,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":null,"first_page":"46","last_page":"51"},"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":0.9997000098228455,"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":0.9954000115394592,"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/edas","display_name":"EDAS","score":0.9392331838607788},{"id":"https://openalex.org/keywords/estimation-of-distribution-algorithm","display_name":"Estimation of distribution algorithm","score":0.8434386253356934},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6839754581451416},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.6732839345932007},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6317422389984131},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.5994542241096497},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.5973631739616394},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5790545344352722},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.5284038782119751},{"id":"https://openalex.org/keywords/mutation","display_name":"Mutation","score":0.5146885514259338},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5146414041519165},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4780210256576538},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.47628846764564514},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4455726444721222},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.42998138070106506},{"id":"https://openalex.org/keywords/premature-convergence","display_name":"Premature convergence","score":0.42120561003685},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3227171301841736},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.2897856533527374},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.20231342315673828}],"concepts":[{"id":"https://openalex.org/C49284225","wikidata":"https://www.wikidata.org/wiki/Q5322829","display_name":"EDAS","level":3,"score":0.9392331838607788},{"id":"https://openalex.org/C162500139","wikidata":"https://www.wikidata.org/wiki/Q2835887","display_name":"Estimation of distribution algorithm","level":2,"score":0.8434386253356934},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6839754581451416},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.6732839345932007},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6317422389984131},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.5994542241096497},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.5973631739616394},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5790545344352722},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.5284038782119751},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.5146885514259338},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5146414041519165},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4780210256576538},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.47628846764564514},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4455726444721222},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42998138070106506},{"id":"https://openalex.org/C58758708","wikidata":"https://www.wikidata.org/wiki/Q7240233","display_name":"Premature convergence","level":3,"score":0.42120561003685},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3227171301841736},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.2897856533527374},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.20231342315673828},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"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/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc.2017.8122576","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc.2017.8122576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1479911746","https://openalex.org/W2013279402","https://openalex.org/W2032101114","https://openalex.org/W2053900989","https://openalex.org/W2106334424","https://openalex.org/W2126105956","https://openalex.org/W2140066605","https://openalex.org/W2143381319","https://openalex.org/W2151554678","https://openalex.org/W2156194072","https://openalex.org/W2531761659","https://openalex.org/W2599286397","https://openalex.org/W6680838134"],"related_works":["https://openalex.org/W1982259447","https://openalex.org/W2496664933","https://openalex.org/W1503012231","https://openalex.org/W1058439126","https://openalex.org/W2360241151","https://openalex.org/W2547072840","https://openalex.org/W1522658100","https://openalex.org/W2124261928","https://openalex.org/W3149308343","https://openalex.org/W4241522606"],"abstract_inverted_index":{"Estimation":[0],"distribution":[1],"algorithms":[2],"(EDAs)":[3],"have":[4],"been":[5],"widely":[6],"used":[7,41,90],"in":[8,58],"single":[9],"objective":[10],"optimization":[11,30],"problems.":[12],"In":[13],"this":[14],"paper":[15],"EDAs":[16,63],"are":[17,89],"combined":[18],"with":[19],"differential":[20],"mutation":[21],"(DM)":[22],"to":[23,42,61,72,80,91],"find":[24],"Pareto":[25],"optimal":[26],"front":[27],"for":[28],"multi-objective":[29,114],"problems":[31],"(MOPs).":[32],"First,":[33],"a":[34,65,73],"modified":[35],"extreme":[36],"elitism":[37],"selection":[38,52],"method":[39],"is":[40],"choose":[43],"some":[44,54,108],"promising":[45],"solutions":[46,57],"as":[47],"the":[48,59,78,93],"parent":[49],"solution.":[50],"This":[51],"represents":[53],"leading":[55],"best":[56],"evolution":[60],"make":[62],"form":[64],"primary":[66],"evolutionary":[67,115],"direction.":[68],"Also,":[69],"DM":[70],"leads":[71],"diversified":[74],"population,":[75],"which":[76],"helps":[77],"algorithm":[79],"avoid":[81],"premature":[82],"convergence.":[83],"A":[84],"set":[85],"of":[86],"benchmark":[87],"MOPs":[88,109],"test":[92],"proposed":[94],"EDA/DM":[95,102],"algorithm.":[96],"The":[97],"experimental":[98],"results":[99],"demonstrate":[100],"that":[101],"can":[103],"achieve":[104],"better":[105],"performance":[106],"on":[107],"than":[110],"by":[111],"several":[112],"state-of-the-art":[113],"algorithms.":[116]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}