{"id":"https://openalex.org/W2933150416","doi":"https://doi.org/10.1109/jas.2019.1911450","title":"Surrogate-assisted particle swarm optimization algorithm with Pareto active learning for expensive multi-objective optimization","display_name":"Surrogate-assisted particle swarm optimization algorithm with Pareto active learning for expensive multi-objective optimization","publication_year":2019,"publication_date":"2019-03-29","ids":{"openalex":"https://openalex.org/W2933150416","doi":"https://doi.org/10.1109/jas.2019.1911450","mag":"2933150416"},"language":"en","primary_location":{"id":"doi:10.1109/jas.2019.1911450","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jas.2019.1911450","pdf_url":null,"source":{"id":"https://openalex.org/S2484288132","display_name":"IEEE/CAA Journal of Automatica Sinica","issn_l":"2329-9266","issn":["2329-9266","2329-9274"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE/CAA Journal of Automatica Sinica","raw_type":"journal-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/A5109387065","display_name":"Zhiming Lv","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiming Lv","raw_affiliation_strings":["Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101733229","display_name":"Linqing Wang","orcid":"https://orcid.org/0000-0003-0113-2024"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Linqing Wang","raw_affiliation_strings":["Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068402684","display_name":"Zhongyang Han","orcid":"https://orcid.org/0000-0002-3397-4915"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongyang Han","raw_affiliation_strings":["Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100358009","display_name":"Jun Zhao","orcid":"https://orcid.org/0000-0002-3573-152X"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Zhao","raw_affiliation_strings":["Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100391742","display_name":"Wei Wang","orcid":"https://orcid.org/0000-0001-7608-7438"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210092944","display_name":"Dalian University","ror":"https://ror.org/00g2ypp58","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092944"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Wang","raw_affiliation_strings":["Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electronics Information and Electrical Engineering, Dalian University of Technology, Dalian 116024, China","institution_ids":["https://openalex.org/I4210092944","https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":17.3856,"has_fulltext":false,"cited_by_count":169,"citation_normalized_percentile":{"value":0.99433669,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"6","issue":"3","first_page":"838","last_page":"849"},"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":0.9987999796867371,"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":0.9894000291824341,"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.7621023058891296},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.6768393516540527},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5902829170227051},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5738792419433594},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5300542712211609},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.48039108514785767},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.43969401717185974},{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.4296955466270447},{"id":"https://openalex.org/keywords/metaheuristic","display_name":"Metaheuristic","score":0.41438430547714233},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.39181652665138245},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2851100564002991}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.7621023058891296},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.6768393516540527},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5902829170227051},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5738792419433594},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5300542712211609},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.48039108514785767},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.43969401717185974},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.4296955466270447},{"id":"https://openalex.org/C109718341","wikidata":"https://www.wikidata.org/wiki/Q1385229","display_name":"Metaheuristic","level":2,"score":0.41438430547714233},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.39181652665138245},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2851100564002991},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jas.2019.1911450","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jas.2019.1911450","pdf_url":null,"source":{"id":"https://openalex.org/S2484288132","display_name":"IEEE/CAA Journal of Automatica Sinica","issn_l":"2329-9266","issn":["2329-9266","2329-9274"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE/CAA Journal of Automatica Sinica","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1973268799","https://openalex.org/W1989807314","https://openalex.org/W2011174137","https://openalex.org/W2011307992","https://openalex.org/W2029467044","https://openalex.org/W2047489830","https://openalex.org/W2054435353","https://openalex.org/W2068411105","https://openalex.org/W2072526569","https://openalex.org/W2079934979","https://openalex.org/W2097998348","https://openalex.org/W2104017154","https://openalex.org/W2107386393","https://openalex.org/W2131241448","https://openalex.org/W2140886193","https://openalex.org/W2142890639","https://openalex.org/W2143785942","https://openalex.org/W2170686156","https://openalex.org/W2293886700","https://openalex.org/W2336467679","https://openalex.org/W2336895434","https://openalex.org/W2376904043","https://openalex.org/W2432516117","https://openalex.org/W2516200644","https://openalex.org/W2519112510","https://openalex.org/W2567327143","https://openalex.org/W2583230990","https://openalex.org/W2611421169","https://openalex.org/W2625776493","https://openalex.org/W2679717297","https://openalex.org/W2750251154","https://openalex.org/W2765283228","https://openalex.org/W2892315936"],"related_works":["https://openalex.org/W2161494499","https://openalex.org/W2911636622","https://openalex.org/W2778515884","https://openalex.org/W2090178682","https://openalex.org/W4241467429","https://openalex.org/W2001591765","https://openalex.org/W1997830976","https://openalex.org/W2073147994","https://openalex.org/W2207859038","https://openalex.org/W1588199609"],"abstract_inverted_index":{"For":[0],"multi-objective":[1,234],"optimization":[2,6,69,237],"problems,":[3],"particle":[4,235],"swarm":[5,236],"(PSO)":[7],"algorithm":[8,229],"generally":[9],"needs":[10],"a":[11,42,94,108,167,199],"large":[12],"number":[13,181,200],"of":[14,105,124,127,162,177,182,191,201,226],"fitness":[15,33],"evaluations":[16],"to":[17,37,73,96,132,143,147,173],"obtain":[18],"the":[19,39,75,86,98,103,115,122,151,160,175,180,188,221,227],"Pareto":[20,46],"optimal":[21],"solutions.":[22,100],"However,":[23,155],"it":[24],"will":[25],"become":[26],"substantially":[27],"time-consuming":[28],"when":[29],"handling":[30],"computationally":[31,59],"expensive":[32],"functions.":[34],"In":[35,51,78],"order":[36],"save":[38],"computational":[40],"cost,":[41],"surrogate-assisted":[43],"PSO":[44,61,90,128,149],"with":[45,231],"active":[47,137,183],"learning":[48,138],"is":[49,62,91,118,141,171,185],"proposed.":[50],"real":[52,152],"physical":[53,153],"space":[54],"(the":[55],"objective":[56,81],"functions":[57,82],"are":[58,71,83,217],"expensive),":[60],"used":[63,72],"as":[64,93,187],"an":[65],"optimizer,":[66],"and":[67,129,205],"its":[68],"results":[70,222],"construct":[74],"surrogate":[76,88],"models.":[77],"virtual":[79],"space,":[80],"replaced":[84],"by":[85],"cheaper":[87],"models,":[89],"viewed":[92],"sampler":[95],"produce":[97],"candidate":[99,106,145],"To":[101],"enhance":[102],"quality":[104],"solutions,":[107],"hybrid":[109],"mutation":[110,131],"sampling":[111,184],"method":[112,140,161,170],"based":[113],"on":[114,198],"simulated":[116],"evolution":[117],"proposed,":[119],"which":[120,220],"combines":[121],"advantage":[123],"fast":[125],"convergence":[126],"implements":[130],"increase":[133],"diversity.":[134],"Furthermore,":[135],"\u03b5-Pareto":[136],"(\u03b5-PAL)":[139],"employed":[142,186],"pre-select":[144],"solutions":[146],"guide":[148],"in":[150,219],"space.":[154],"little":[156],"work":[157],"has":[158],"considered":[159],"determining":[163],"parameter":[164,206],"\u03b5.":[165],"Therefore,":[166],"greedy":[168],"search":[169],"presented":[172],"determine":[174],"value":[176],"\u03b5":[178],"where":[179],"evaluation":[189],"criteria":[190],"classification":[192],"cost.":[193],"Experimental":[194],"studies":[195],"involving":[196],"application":[197],"benchmark":[202],"test":[203],"problems":[204],"determination":[207],"for":[208],"multi-input":[209],"multi-output":[210],"least":[211],"squares":[212],"support":[213],"vector":[214],"machines":[215],"(MLSSVM)":[216],"given,":[218],"demonstrate":[223],"promising":[224],"performance":[225],"proposed":[228],"compared":[230],"other":[232],"representative":[233],"(MOPSO)":[238],"algorithms.":[239]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":34},{"year":2020,"cited_by_count":32},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-10-10T00:00:00"}