{"id":"https://openalex.org/W4401980885","doi":"https://doi.org/10.1109/tcc.2024.3450858","title":"Transfer Learning Based Multi-Objective Evolutionary Algorithm for Dynamic Workflow Scheduling in the Cloud","display_name":"Transfer Learning Based Multi-Objective Evolutionary Algorithm for Dynamic Workflow Scheduling in the Cloud","publication_year":2024,"publication_date":"2024-08-28","ids":{"openalex":"https://openalex.org/W4401980885","doi":"https://doi.org/10.1109/tcc.2024.3450858"},"language":"en","primary_location":{"id":"doi:10.1109/tcc.2024.3450858","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcc.2024.3450858","pdf_url":null,"source":{"id":"https://openalex.org/S2492498579","display_name":"IEEE Transactions on Cloud Computing","issn_l":"2168-7161","issn":["2168-7161","2372-0018"],"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 Cloud Computing","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/A5048772329","display_name":"Huamao Xie","orcid":"https://orcid.org/0000-0002-6640-5890"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huamao Xie","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6640-5890","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100352102","display_name":"Ding Ding","orcid":"https://orcid.org/0000-0002-4108-3418"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ding Ding","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4108-3418","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026901078","display_name":"Lihong Zhao","orcid":"https://orcid.org/0000-0002-8565-1333"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lihong Zhao","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8565-1333","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071566484","display_name":"Kaixuan Kang","orcid":"https://orcid.org/0000-0002-8574-4767"},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaixuan Kang","raw_affiliation_strings":["School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8574-4767","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I21193070"],"apc_list":null,"apc_paid":null,"fwci":5.3555,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.95763468,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"12","issue":"4","first_page":"1200","last_page":"1217"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9854000210762024,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9348999857902527,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.7848381996154785},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7426818609237671},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.565195620059967},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.49819135665893555},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4566681683063507},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.4132331907749176},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.30928850173950195},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.21249157190322876},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10516706109046936},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1032436192035675},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08007484674453735}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7848381996154785},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7426818609237671},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.565195620059967},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.49819135665893555},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4566681683063507},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.4132331907749176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.30928850173950195},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.21249157190322876},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10516706109046936},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1032436192035675},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08007484674453735}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcc.2024.3450858","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcc.2024.3450858","pdf_url":null,"source":{"id":"https://openalex.org/S2492498579","display_name":"IEEE Transactions on Cloud Computing","issn_l":"2168-7161","issn":["2168-7161","2372-0018"],"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 Cloud Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1146114478","display_name":null,"funder_award_id":"2022JBZY023","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1417403813","https://openalex.org/W1574490530","https://openalex.org/W1986421100","https://openalex.org/W2000825106","https://openalex.org/W2022485595","https://openalex.org/W2028351695","https://openalex.org/W2093752441","https://openalex.org/W2099389501","https://openalex.org/W2126105956","https://openalex.org/W2159126105","https://openalex.org/W2161819088","https://openalex.org/W2327866891","https://openalex.org/W2331445483","https://openalex.org/W2581327637","https://openalex.org/W2612032753","https://openalex.org/W2782674619","https://openalex.org/W2783399051","https://openalex.org/W2792604513","https://openalex.org/W2810678090","https://openalex.org/W2883517199","https://openalex.org/W2888982171","https://openalex.org/W2895109358","https://openalex.org/W2907193918","https://openalex.org/W2910260183","https://openalex.org/W2916642675","https://openalex.org/W2917097626","https://openalex.org/W2946670790","https://openalex.org/W2954522583","https://openalex.org/W2963460174","https://openalex.org/W2967207255","https://openalex.org/W3012911890","https://openalex.org/W3021941015","https://openalex.org/W3025035827","https://openalex.org/W3037258640","https://openalex.org/W3090866681","https://openalex.org/W3119284129","https://openalex.org/W3120460173","https://openalex.org/W3120497204","https://openalex.org/W3129920010","https://openalex.org/W3130230457","https://openalex.org/W3152733768","https://openalex.org/W3154060009","https://openalex.org/W3173401803","https://openalex.org/W3188900107","https://openalex.org/W3211228497","https://openalex.org/W3214181042","https://openalex.org/W4206597794","https://openalex.org/W4206949397","https://openalex.org/W4281553589","https://openalex.org/W4282826313","https://openalex.org/W4286762022","https://openalex.org/W4317603914"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W1981780420","https://openalex.org/W2182707996","https://openalex.org/W4223488648","https://openalex.org/W45233828","https://openalex.org/W2964988449","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W2560439919","https://openalex.org/W4389340727"],"abstract_inverted_index":{"Managing":[0],"scientific":[1,165],"applications":[2],"in":[3,9,15,58,113],"the":[4,30,35,38,43,47,54,83,104,114,119,133,136],"Cloud":[5,61],"poses":[6],"many":[7],"challenges":[8],"terms":[10],"of":[11,22,37,46,87,135,143,189],"workflow":[12,18,31,56,84,144,198],"scheduling,":[13,145],"especially":[14],"handling":[16],"multi-objective":[17,66,77],"scheduling":[19,32,57,85,199],"under":[20],"quality":[21],"service":[23],"(QoS)":[24],"constraints.":[25,202],"However,":[26],"most":[27],"studies":[28],"address":[29],"problem":[33,68,86],"on":[34,162],"premise":[36],"unchanged":[39],"environment,":[40],"without":[41],"considering":[42],"high":[44],"dynamics":[45],"Cloud.":[48],"In":[49,122],"this":[50],"paper,":[51],"we":[52],"model":[53],"constrained":[55],"a":[59,64,73,124,146],"dynamic":[60,65,88,197],"environment":[62,116],"as":[63],"optimization":[67,120,187],"with":[69,186,200],"preferences,":[70],"and":[71,180,193],"propose":[72],"transfer":[74,93],"learning":[75,94,127],"based":[76],"evolutionary":[78],"algorithm":[79],"(TL-MOEA)":[80],"to":[81,98,117,131,153,176],"tackle":[82],"nature.":[89],"Specifically,":[90],"an":[91],"elite-led":[92],"strategy":[95,128,149],"is":[96,129,150],"proposed":[97],"explore":[99],"effective":[100],"parameter":[101],"adaptation":[102],"for":[103,157,196],"MOEA":[105],"by":[106],"transferring":[107],"helpful":[108],"knowledge":[109],"from":[110],"elite":[111],"solutions":[112,156,185],"past":[115],"accelerate":[118],"process.":[121],"addition,":[123],"multi-space":[125],"diversity":[126,134],"developed":[130],"maintain":[132],"population.":[137],"To":[138],"satisfy":[139],"various":[140],"QoS":[141],"constraints":[142],"preference-based":[147],"selection":[148],"further":[151],"designed":[152],"enable":[154],"promising":[155],"each":[158],"iteration.":[159],"Extensive":[160],"experiments":[161],"five":[163],"well-known":[164],"workflows":[166],"demonstrate":[167],"that":[168],"TL-MOEA":[169],"can":[170,181],"achieve":[171],"highly":[172],"competitive":[173],"performance":[174],"compared":[175],"several":[177],"state-of-art":[178],"algorithms,":[179],"obtain":[182],"triple":[183],"win":[184],"objectives":[188],"minimizing":[190],"makespan,":[191],"cost":[192],"energy":[194],"consumption":[195],"user-defined":[201]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-21T08:15:58.654021","created_date":"2025-10-10T00:00:00"}
