{"id":"https://openalex.org/W2011882435","doi":"https://doi.org/10.1109/cec.2012.6252868","title":"An adaptive constraint handling approach embedded MOEA/D","display_name":"An adaptive constraint handling approach embedded MOEA/D","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2011882435","doi":"https://doi.org/10.1109/cec.2012.6252868","mag":"2011882435"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2012.6252868","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2012.6252868","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Congress on Evolutionary Computation","raw_type":"proceedings-article"},"type":"article","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/A5014752949","display_name":"Md Asafuddoula","orcid":"https://orcid.org/0000-0003-4102-6349"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Md Asafuddoula","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales, Australian Defence Force Academy, Canberra, ACT, Australia","School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, CANBERRA BC ACT 2610, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales, Australian Defence Force Academy, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I40053085"]},{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, CANBERRA BC ACT 2610, Austria","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061883146","display_name":"Tapabrata Ray","orcid":"https://orcid.org/0000-0003-1950-5917"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tapabrata Ray","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales, Australian Defence Force Academy, Canberra, ACT, Australia","School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, CANBERRA BC ACT 2610, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales, Australian Defence Force Academy, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I40053085"]},{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, CANBERRA BC ACT 2610, Austria","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027440671","display_name":"Ruhul Sarker","orcid":"https://orcid.org/0000-0002-1363-2774"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ruhul Sarker","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales, Australian Defence Force Academy, Canberra, ACT, Australia","School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, CANBERRA BC ACT 2610, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales, Australian Defence Force Academy, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I40053085"]},{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, CANBERRA BC ACT 2610, Austria","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101749155","display_name":"Khairul Alam","orcid":"https://orcid.org/0000-0001-8701-2976"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]},{"id":"https://openalex.org/I40053085","display_name":"Australian Defence Force Academy","ror":"https://ror.org/02j5s7g39","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571","https://openalex.org/I40053085","https://openalex.org/I4394709116"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Khairul Alam","raw_affiliation_strings":["School of Engineering and Information Technology, University of New South Wales, Australian Defence Force Academy, Canberra, ACT, Australia","School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, CANBERRA BC ACT 2610, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales, Australian Defence Force Academy, Canberra, ACT, Australia","institution_ids":["https://openalex.org/I40053085"]},{"raw_affiliation_string":"School of Engineering and Information Technology, University of New South Wales at the Australian Defence Force Academy, CANBERRA BC ACT 2610, Austria","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.4731,"has_fulltext":false,"cited_by_count":91,"citation_normalized_percentile":{"value":0.92518952,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"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":0.9998999834060669,"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":0.9998999834060669,"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":0.9995999932289124,"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":0.9948999881744385,"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/constraint","display_name":"Constraint (computer-aided design)","score":0.7349448204040527},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.7223625779151917},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.6908520460128784},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.6617732048034668},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.556098461151123},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5283395051956177},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48044130206108093},{"id":"https://openalex.org/keywords/hybrid-algorithm","display_name":"Hybrid algorithm (constraint satisfaction)","score":0.45676565170288086},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.43879014253616333},{"id":"https://openalex.org/keywords/decomposition","display_name":"Decomposition","score":0.4326710104942322},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4271222949028015},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.4258148670196533},{"id":"https://openalex.org/keywords/decomposition-method","display_name":"Decomposition method (queueing theory)","score":0.42349669337272644},{"id":"https://openalex.org/keywords/constraint-logic-programming","display_name":"Constraint logic programming","score":0.3407880663871765},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.337565541267395},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3148323893547058},{"id":"https://openalex.org/keywords/constraint-programming","display_name":"Constraint programming","score":0.27336636185646057},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2112097144126892}],"concepts":[{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.7349448204040527},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.7223625779151917},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.6908520460128784},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.6617732048034668},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.556098461151123},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5283395051956177},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48044130206108093},{"id":"https://openalex.org/C62469222","wikidata":"https://www.wikidata.org/wiki/Q17092103","display_name":"Hybrid algorithm (constraint satisfaction)","level":5,"score":0.45676565170288086},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.43879014253616333},{"id":"https://openalex.org/C124681953","wikidata":"https://www.wikidata.org/wiki/Q339062","display_name":"Decomposition","level":2,"score":0.4326710104942322},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4271222949028015},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.4258148670196533},{"id":"https://openalex.org/C2778258933","wikidata":"https://www.wikidata.org/wiki/Q16918986","display_name":"Decomposition method (queueing theory)","level":2,"score":0.42349669337272644},{"id":"https://openalex.org/C176783269","wikidata":"https://www.wikidata.org/wiki/Q5164378","display_name":"Constraint logic programming","level":4,"score":0.3407880663871765},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.337565541267395},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3148323893547058},{"id":"https://openalex.org/C173404611","wikidata":"https://www.wikidata.org/wiki/Q528588","display_name":"Constraint programming","level":3,"score":0.27336636185646057},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2112097144126892},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C137631369","wikidata":"https://www.wikidata.org/wiki/Q7617831","display_name":"Stochastic programming","level":2,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec.2012.6252868","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2012.6252868","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE Congress on Evolutionary Computation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7400000095367432}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1501538060","https://openalex.org/W1971720031","https://openalex.org/W1979126188","https://openalex.org/W2065461427","https://openalex.org/W2098392363","https://openalex.org/W2099618241","https://openalex.org/W2106069570","https://openalex.org/W2108968575","https://openalex.org/W2110353414","https://openalex.org/W2117640392","https://openalex.org/W2118332597","https://openalex.org/W2126105956","https://openalex.org/W2127567815","https://openalex.org/W2143381319","https://openalex.org/W2143585163","https://openalex.org/W2145479420","https://openalex.org/W2151339633","https://openalex.org/W2153798538","https://openalex.org/W2156194072","https://openalex.org/W2161029074","https://openalex.org/W2170338867","https://openalex.org/W2170398936"],"related_works":["https://openalex.org/W2992108460","https://openalex.org/W1486916474","https://openalex.org/W2002863810","https://openalex.org/W4375946249","https://openalex.org/W1551947503","https://openalex.org/W4220764244","https://openalex.org/W2148600103","https://openalex.org/W2494635225","https://openalex.org/W2796231148","https://openalex.org/W2073925063"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"an":[3],"efficient,":[4],"adaptive":[5],"constraint":[6,24,49,84,116,145],"handling":[7,25,50,117],"approach":[8,26],"that":[9],"can":[10],"be":[11],"used":[12,158],"within":[13,29],"the":[14,30,35,55,66,72,76,103,115,120,132,151],"class":[15],"of":[16,32,34,68,71,123,131],"evolutionary":[17,41],"multi-objective":[18,40],"optimization":[19,146],"(EMO)":[20],"algorithms.":[21],"The":[22,48,60,129],"proposed":[23],"is":[27,63,134],"presented":[28],"framework":[31],"one":[33],"most":[36],"successful":[37],"algorithms":[38],"i.e.":[39,160],"algorithm":[42,133],"based":[43,64],"on":[44,54,65],"decomposition":[45],"(MOEA/D)":[46],"[1].":[47],"mechanism":[51],"adaptively":[52],"decides":[53],"violation":[56,61,85],"threshold":[57,62,105],"for":[58],"comparison.":[59],"type":[67],"constraints,":[69],"size":[70],"feasible":[73,111],"space":[74],"and":[75,86,91,142,148],"search":[77],"outcome.":[78],"Such":[79],"a":[80,93,143],"process":[81],"intrinsically":[82],"treats":[83],"objective":[87],"function":[88],"values":[89],"separately":[90],"adds":[92],"selection":[94],"pressure,":[95],"wherein":[96],"infeasible":[97],"solutions":[98],"with":[99,110,127,150],"violations":[100],"less":[101],"than":[102],"identified":[104],"are":[106],"considered":[107],"at":[108],"par":[109],"solutions.":[112],"As":[113],"illustrated,":[114],"scheme":[118],"extends":[119],"current":[121],"capability":[122],"MOEA/D":[124],"to":[125],"deal":[126],"constraints.":[128],"performance":[130],"illustrated":[135],"using":[136,154],"10":[137],"commonly":[138,157],"studied":[139],"benchmark":[140],"problems":[141],"real-world":[144],"problem,":[147],"compared":[149],"results":[152],"obtained":[153],"yet":[155],"another":[156],"form":[159],"Nondominated":[161],"Sorting":[162],"Genetic":[163],"Algorithm":[164],"(NSGA-II).":[165]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":7},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":5},{"year":2013,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}