{"id":"https://openalex.org/W4393342652","doi":"https://doi.org/10.1007/s40747-024-01379-2","title":"A novel tri-stage with reward-switching mechanism for constrained multiobjective optimization problems","display_name":"A novel tri-stage with reward-switching mechanism for constrained multiobjective optimization problems","publication_year":2024,"publication_date":"2024-03-30","ids":{"openalex":"https://openalex.org/W4393342652","doi":"https://doi.org/10.1007/s40747-024-01379-2"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-024-01379-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01379-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01379-2.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01379-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044113732","display_name":"Jiqing Qu","orcid":"https://orcid.org/0009-0008-9575-0889"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiqing Qu","raw_affiliation_strings":["College of Electronic and Information Engineering, Tongji University, 4800 Cao\u2019an Highway, Shanghai, 201804, China","College of Electronic and Information Engineering, Tongji University, 4800 Cao'an Highway, Shanghai, 201804, China"],"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, 4800 Cao\u2019an Highway, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, 4800 Cao'an Highway, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100400525","display_name":"Xuefeng Li","orcid":"https://orcid.org/0000-0001-7588-7716"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Li","raw_affiliation_strings":["College of Electronic and Information Engineering, Tongji University, 4800 Cao\u2019an Highway, Shanghai, 201804, China","Frontiers Science Center for Intelligent Autonomous Systems, Tongji University, 55 Hechuan Road, Shanghai, 201804, China","College of Electronic and Information Engineering, Tongji University, 4800 Cao'an Highway, Shanghai, 201804, China"],"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, 4800 Cao\u2019an Highway, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"Frontiers Science Center for Intelligent Autonomous Systems, Tongji University, 55 Hechuan Road, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, 4800 Cao'an Highway, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066361885","display_name":"Hui Xiao","orcid":"https://orcid.org/0000-0003-0666-3633"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Xiao","raw_affiliation_strings":["College of Electronic and Information Engineering, Tongji University, 4800 Cao\u2019an Highway, Shanghai, 201804, China","College of Electronic and Information Engineering, Tongji University, 4800 Cao'an Highway, Shanghai, 201804, China"],"affiliations":[{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, 4800 Cao\u2019an Highway, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]},{"raw_affiliation_string":"College of Electronic and Information Engineering, Tongji University, 4800 Cao'an Highway, Shanghai, 201804, China","institution_ids":["https://openalex.org/I116953780"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5044113732"],"corresponding_institution_ids":["https://openalex.org/I116953780"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":1.1127,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.78061002,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"10","issue":"3","first_page":"4625","last_page":"4655"},"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":0.9987000226974487,"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":0.9889000058174133,"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/computer-science","display_name":"Computer science","score":0.6332454681396484},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.6118971109390259},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.4691292941570282},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4507822096347809},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40560901165008545},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21338438987731934},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.11230561137199402}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6332454681396484},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.6118971109390259},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.4691292941570282},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4507822096347809},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40560901165008545},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21338438987731934},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.11230561137199402}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-024-01379-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01379-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01379-2.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e6fc2001c0254a4399fba9e7b25c5232","is_oa":true,"landing_page_url":"https://doaj.org/article/e6fc2001c0254a4399fba9e7b25c5232","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 10, Iss 3, Pp 4625-4655 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-024-01379-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-024-01379-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-024-01379-2.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4052839731","display_name":null,"funder_award_id":"19511132101","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"}],"funders":[{"id":"https://openalex.org/F4320321885","display_name":"Science and Technology Commission of Shanghai Municipality","ror":"https://ror.org/03kt66j61"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4393342652.pdf"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W224959492","https://openalex.org/W1585939719","https://openalex.org/W2040790879","https://openalex.org/W2057578284","https://openalex.org/W2085507535","https://openalex.org/W2106334424","https://openalex.org/W2129380951","https://openalex.org/W2156773695","https://openalex.org/W2764251381","https://openalex.org/W2792199826","https://openalex.org/W2905676342","https://openalex.org/W2912180855","https://openalex.org/W2914106598","https://openalex.org/W2962947982","https://openalex.org/W2963115819","https://openalex.org/W2963371534","https://openalex.org/W2978927223","https://openalex.org/W2988529143","https://openalex.org/W3003144366","https://openalex.org/W3036925570","https://openalex.org/W3117528838","https://openalex.org/W3120662490","https://openalex.org/W3133850968","https://openalex.org/W3134125492","https://openalex.org/W3136310514","https://openalex.org/W3164463895","https://openalex.org/W3195664246","https://openalex.org/W3198841180","https://openalex.org/W3215619686","https://openalex.org/W4206608859","https://openalex.org/W4206918614","https://openalex.org/W4210664127","https://openalex.org/W4214710237","https://openalex.org/W4214941022","https://openalex.org/W4224118916","https://openalex.org/W4224243293","https://openalex.org/W4226028973","https://openalex.org/W4285219208","https://openalex.org/W4288430620","https://openalex.org/W4293762625","https://openalex.org/W4295955602","https://openalex.org/W4309629465","https://openalex.org/W4310082948","https://openalex.org/W4312720137","https://openalex.org/W4312801625","https://openalex.org/W4313461204","https://openalex.org/W4317754204","https://openalex.org/W4323979480","https://openalex.org/W4379209719","https://openalex.org/W4383101221","https://openalex.org/W4385782720","https://openalex.org/W4386931114"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Abstract":[0],"The":[1,223],"effective":[2],"exploitation":[3],"of":[4,70,189,196],"infeasible":[5,42],"solutions":[6],"plays":[7],"a":[8,52,174],"crucial":[9],"role":[10],"in":[11,28,141,154,169,191],"addressing":[12],"constrained":[13,20,114],"multiobjective":[14,21],"optimization":[15,22,32],"problems":[16,39],"(CMOPs).":[17],"However,":[18,118],"existing":[19],"evolutionary":[23],"algorithms":[24],"(CMOEAs)":[25],"encounter":[26],"challenges":[27],"effectively":[29],"balancing":[30],"objective":[31],"and":[33,64,84,158,194,207],"constraint":[34,147],"satisfaction,":[35],"particularly":[36],"when":[37,217],"tackling":[38],"with":[40,55,110,130,219],"complex":[41],"regions.":[43],"Subsequent":[44],"to":[45,112,135,150,181],"the":[46,61,96,113,136,142,152,155,161,164,170,187,192,199],"prior":[47],"exploration,":[48],"this":[49],"paper":[50],"proposes":[51],"novel":[53,175],"tri-stage":[54],"reward-switching":[56,176],"mechanism":[57,177],"framework":[58],"(TSRSM),":[59],"including":[60],"push,":[62],"pull,":[63],"repush":[65,171],"stages.":[66],"Each":[67],"stage":[68],"consists":[69],"two":[71],"coevolutionary":[72],"populations,":[73],"namely":[74],"$${\\text":[75,85,99,119],"{Pop}}_1$$":[76,100],"<mml:math":[77,87,101,121],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\">":[78,88,102,122],"<mml:msub>":[79,89,103,123],"<mml:mtext>Pop</mml:mtext>":[80,90,104,124],"<mml:mn>1</mml:mn>":[81,105],"</mml:msub>":[82,92,106,126],"</mml:math>":[83,93,107,127],"{Pop}}_2$$":[86,120],"<mml:mn>2</mml:mn>":[91,125],".":[94,230],"Throughout":[95],"three":[97,203],"stages,":[98,185],"is":[108,128,179,226],"tasked":[109],"converging":[111,134],"Pareto":[115,138],"front":[116,139],"(CPF).":[117],"assigned":[129],"distinct":[131],"tasks:":[132],"(i)":[133],"unconstrained":[137],"(UPF)":[140],"push":[143],"stage;":[144,157],"(ii)":[145],"utilizing":[146],"relaxation":[148],"technique":[149],"discover":[151],"CPF":[153],"pull":[156],"(iii)":[159],"revisiting":[160],"search":[162],"for":[163],"UPF":[165],"through":[166],"knowledge":[167],"transfer":[168],"stage.":[172],"Additionally,":[173],"(RSM)":[178],"employed":[180],"transition":[182],"between":[183],"different":[184],"considering":[186],"extent":[188],"changes":[190],"convergence":[193],"diversity":[195],"populations.":[197],"Finally,":[198],"experimental":[200],"results":[201],"on":[202],"benchmark":[204],"test":[205],"sets":[206],"30":[208],"real-world":[209],"CMOPs":[210],"demonstrate":[211],"that":[212],"TSRSM":[213],"achieves":[214],"competitive":[215],"performance":[216],"compared":[218],"nine":[220],"state-of-the-art":[221],"CMOEAs.":[222],"source":[224],"code":[225],"available":[227],"at":[228],"https://github.com/Qu-jq/TSRSM":[229]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-18T14:38:29.013473","created_date":"2025-10-10T00:00:00"}
