{"id":"https://openalex.org/W4383112906","doi":"https://doi.org/10.1109/tevc.2023.3291697","title":"A Surrogate-Assisted Differential Evolution With Knowledge Transfer for Expensive Incremental Optimization Problems","display_name":"A Surrogate-Assisted Differential Evolution With Knowledge Transfer for Expensive Incremental Optimization Problems","publication_year":2023,"publication_date":"2023-07-04","ids":{"openalex":"https://openalex.org/W4383112906","doi":"https://doi.org/10.1109/tevc.2023.3291697"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2023.3291697","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2023.3291697","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"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 Transactions on Evolutionary Computation","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/A5101881570","display_name":"Yuanchao Liu","orcid":"https://orcid.org/0000-0002-7959-3712"},"institutions":[{"id":"https://openalex.org/I4391767858","display_name":"State Key Laboratory of Synthetical Automation for Process Industries","ror":"https://ror.org/0380ng272","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767858","https://openalex.org/I9224756"]},{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuanchao Liu","raw_affiliation_strings":["State Key Laboratory of Synthetical Automation for Process Industries, and the College of Information Science and Engineering, Northeastern University, Shenyang, China","College of Information Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-7959-3712","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Synthetical Automation for Process Industries, and the College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756","https://openalex.org/I4391767858"]},{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071371875","display_name":"Jianchang Liu","orcid":"https://orcid.org/0000-0002-2801-8312"},"institutions":[{"id":"https://openalex.org/I4391767858","display_name":"State Key Laboratory of Synthetical Automation for Process Industries","ror":"https://ror.org/0380ng272","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767858","https://openalex.org/I9224756"]},{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianchang Liu","raw_affiliation_strings":["State Key Laboratory of Synthetical Automation for Process Industries, and the College of Information Science and Engineering, Northeastern University, Shenyang, China","College of Information Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-2801-8312","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Synthetical Automation for Process Industries, and the College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756","https://openalex.org/I4391767858"]},{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022740106","display_name":"Jinliang Ding","orcid":"https://orcid.org/0000-0003-3735-0672"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinliang Ding","raw_affiliation_strings":["State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0003-3735-0672","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038215318","display_name":"Shangshang Yang","orcid":"https://orcid.org/0000-0003-0837-5424"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shangshang Yang","raw_affiliation_strings":["Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, School of Artificial Intelligence, Anhui University, Hefei, China","School of Artificial Intelligence, Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-0837-5424","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, School of Artificial Intelligence, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]},{"raw_affiliation_string":"School of Artificial Intelligence, Key Laboratory of Intelligent Computing and Signal Processing of Ministry of Education, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032314861","display_name":"Yaochu Jin","orcid":"https://orcid.org/0000-0003-1100-0631"},"institutions":[{"id":"https://openalex.org/I20121455","display_name":"Bielefeld University","ror":"https://ror.org/02hpadn98","country_code":"DE","type":"education","lineage":["https://openalex.org/I20121455"]},{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN","DE"],"is_corresponding":false,"raw_author_name":"Yaochu Jin","raw_affiliation_strings":["Chair of Nature Inspired Computing and Engineering, Faculty of Technology, Bielefeld University, Bielefeld, Germany","State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0003-1100-0631","affiliations":[{"raw_affiliation_string":"Chair of Nature Inspired Computing and Engineering, Faculty of Technology, Bielefeld University, Bielefeld, Germany","institution_ids":["https://openalex.org/I20121455"]},{"raw_affiliation_string":"State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101881570"],"corresponding_institution_ids":["https://openalex.org/I4391767858","https://openalex.org/I9224756"],"apc_list":null,"apc_paid":null,"fwci":6.7892,"has_fulltext":false,"cited_by_count":35,"citation_normalized_percentile":{"value":0.974376,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"28","issue":"4","first_page":"1039","last_page":"1053"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9988999962806702,"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":0.9988999962806702,"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":0.9959999918937683,"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":0.9571999907493591,"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":0.7091013193130493},{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.6995437145233154},{"id":"https://openalex.org/keywords/differential-evolution","display_name":"Differential evolution","score":0.579415500164032},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5389204025268555},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5282273292541504},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.46086418628692627},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43870583176612854},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.42564743757247925},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35026228427886963},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2051338255405426}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7091013193130493},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.6995437145233154},{"id":"https://openalex.org/C74750220","wikidata":"https://www.wikidata.org/wiki/Q2662197","display_name":"Differential evolution","level":2,"score":0.579415500164032},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5389204025268555},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5282273292541504},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.46086418628692627},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43870583176612854},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.42564743757247925},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35026228427886963},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2051338255405426},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tevc.2023.3291697","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2023.3291697","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"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 Transactions on Evolutionary Computation","raw_type":"journal-article"},{"id":"pmh:oai:pub.uni-bielefeld.de:2986969","is_oa":false,"landing_page_url":"https://doi.org/10.1109/TEVC.2023.3291697","pdf_url":null,"source":{"id":"https://openalex.org/S4306401670","display_name":"PUB \u2013 Publications at Bielefeld University (Bielefeld University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I20121455","host_organization_name":"Bielefeld University","host_organization_lineage":["https://openalex.org/I20121455"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"http://purl.org/coar/resource_type/c_6501"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5789780205","display_name":null,"funder_award_id":"61988101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8701999650","display_name":null,"funder_award_id":"62273080","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":91,"referenced_works":["https://openalex.org/W1169150604","https://openalex.org/W1507162258","https://openalex.org/W1510052597","https://openalex.org/W1558835275","https://openalex.org/W1571758719","https://openalex.org/W1588959569","https://openalex.org/W1736528465","https://openalex.org/W1819734837","https://openalex.org/W1964550805","https://openalex.org/W1993271327","https://openalex.org/W2000503034","https://openalex.org/W2011174137","https://openalex.org/W2034337422","https://openalex.org/W2063180182","https://openalex.org/W2082228576","https://openalex.org/W2095769364","https://openalex.org/W2096369439","https://openalex.org/W2105245738","https://openalex.org/W2108362592","https://openalex.org/W2111526171","https://openalex.org/W2113759406","https://openalex.org/W2126105956","https://openalex.org/W2131612655","https://openalex.org/W2132181343","https://openalex.org/W2137130066","https://openalex.org/W2143503407","https://openalex.org/W2148458253","https://openalex.org/W2155529731","https://openalex.org/W2161597168","https://openalex.org/W2166739626","https://openalex.org/W2413527939","https://openalex.org/W2469359785","https://openalex.org/W2583496274","https://openalex.org/W2591927365","https://openalex.org/W2595502370","https://openalex.org/W2598409928","https://openalex.org/W2770581177","https://openalex.org/W2776317535","https://openalex.org/W2801960628","https://openalex.org/W2889240504","https://openalex.org/W2890830465","https://openalex.org/W2891140334","https://openalex.org/W2891186800","https://openalex.org/W2898165512","https://openalex.org/W2902918092","https://openalex.org/W2908624846","https://openalex.org/W2909347514","https://openalex.org/W2946914248","https://openalex.org/W2962824535","https://openalex.org/W2980307621","https://openalex.org/W3009169538","https://openalex.org/W3030155800","https://openalex.org/W3033998285","https://openalex.org/W3041133507","https://openalex.org/W3083153296","https://openalex.org/W3083633173","https://openalex.org/W3099100043","https://openalex.org/W3106212402","https://openalex.org/W3120732119","https://openalex.org/W3128260458","https://openalex.org/W3135580596","https://openalex.org/W3136946679","https://openalex.org/W3138639222","https://openalex.org/W3160862616","https://openalex.org/W3169800742","https://openalex.org/W3175404958","https://openalex.org/W3187682281","https://openalex.org/W3194114164","https://openalex.org/W3201324775","https://openalex.org/W3208560513","https://openalex.org/W3214522976","https://openalex.org/W4206647194","https://openalex.org/W4206683503","https://openalex.org/W4210468259","https://openalex.org/W4226101459","https://openalex.org/W4226160228","https://openalex.org/W4243645092","https://openalex.org/W4282935563","https://openalex.org/W4285180649","https://openalex.org/W4285244731","https://openalex.org/W4285258866","https://openalex.org/W4285734623","https://openalex.org/W4289282552","https://openalex.org/W4295125840","https://openalex.org/W4312327539","https://openalex.org/W4312932729","https://openalex.org/W4319459161","https://openalex.org/W4323543300","https://openalex.org/W4362672487","https://openalex.org/W6609450013","https://openalex.org/W6679381669"],"related_works":["https://openalex.org/W2394392475","https://openalex.org/W2079483465","https://openalex.org/W2069937987","https://openalex.org/W4385188307","https://openalex.org/W2107894985","https://openalex.org/W3040775973","https://openalex.org/W1571424162","https://openalex.org/W3168391725","https://openalex.org/W2911471039","https://openalex.org/W1966154590"],"abstract_inverted_index":{"In":[0,28,138],"some":[1],"real-world":[2],"applications,":[3],"the":[4,16,30,59,64,75,79,86,90,112,122,134,157,161,174,177,196,204],"optimization":[5,39,46],"problems":[6,40,47],"may":[7],"involve":[8],"multiple":[9],"design":[10,14,68,81,92,163,179],"stages.":[11],"At":[12],"each":[13],"stage,":[15],"objective":[17],"is":[18,83,103,125,147,191],"incrementally":[19],"modified":[20],"by":[21,165],"incorporating":[22],"more":[23],"decision":[24],"variables":[25],"and":[26,133],"optimized.":[27],"addition,":[29],"fitness":[31],"evaluations":[32],"(FEs)":[33],"are":[34,70],"often":[35],"highly":[36],"costly.":[37],"Such":[38],"can":[41,181],"be":[42,182],"called":[43],"expensive":[44],"incremental":[45],"(EIOPs).":[48],"Despite":[49],"their":[50],"importance,":[51],"EIOPs":[52],"have":[53,201],"not":[54],"attracted":[55],"much":[56],"attention":[57],"over":[58],"past":[60,80,162],"few":[61],"years.":[62],"Since":[63],"objectives":[65],"of":[66,89,121],"different":[67,71,167],"stages":[69,82,164],"but":[72],"related,":[73],"reusing":[74],"search":[76,88,190,194],"experience":[77],"from":[78,160],"beneficial":[84],"to":[85,110,128,155,193],"evolutionary":[87,136,189],"current":[91,113,178],"stage.":[93],"Therefore,":[94],"a":[95,140,172,186],"surrogate-assisted":[96,135,188],"differential":[97],"evolution":[98],"with":[99],"knowledge":[100,131,144,158,168],"transfer":[101,132,145,169],"(SADE-KT)":[102],"proposed":[104,123,205],"in":[105,115],"this":[106],"work,":[107],"which":[108],"aims":[109],"fill":[111],"gap":[114],"solving":[116],"EIOPs.":[117,210],"The":[118],"major":[119],"merit":[120],"SADE-KT":[124],"its":[126],"ability":[127],"seamlessly":[129],"integrate":[130],"search.":[137],"SADE-KT,":[139],"surrogate":[141],"based":[142],"hybrid":[143],"strategy":[146,151],"first":[148],"proposed.":[149],"This":[150],"makes":[152],"it":[153],"possible":[154],"reuse":[156],"captured":[159],"leveraging":[166],"techniques.":[170],"As":[171],"result,":[173],"convergence":[175],"for":[176,195],"stage":[180],"speeded":[183],"up.":[184],"Then,":[185],"two-level":[187],"developed":[192],"optimum.":[197],"Comprehensive":[198],"empirical":[199],"studies":[200],"demonstrated":[202],"that":[203],"algorithm":[206],"works":[207],"efficiently":[208],"on":[209]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
