{"id":"https://openalex.org/W2954522583","doi":"https://doi.org/10.1109/tase.2019.2918691","title":"MOELS: Multiobjective Evolutionary List Scheduling for Cloud Workflows","display_name":"MOELS: Multiobjective Evolutionary List Scheduling for Cloud Workflows","publication_year":2019,"publication_date":"2019-06-25","ids":{"openalex":"https://openalex.org/W2954522583","doi":"https://doi.org/10.1109/tase.2019.2918691","mag":"2954522583"},"language":"en","primary_location":{"id":"doi:10.1109/tase.2019.2918691","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2019.2918691","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"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 Automation Science and Engineering","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/A5083655465","display_name":"Quanwang Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Quanwang Wu","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081318069","display_name":"MengChu Zhou","orcid":"https://orcid.org/0000-0002-5408-8752"},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]},{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA","US"],"is_corresponding":false,"raw_author_name":"MengChu Zhou","raw_affiliation_strings":["Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, USA","Renewable Energy Research Group, King Abdulaziz University, Jeddah, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, USA","institution_ids":["https://openalex.org/I118118575"]},{"raw_affiliation_string":"Renewable Energy Research Group, King Abdulaziz University, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079693039","display_name":"Qingsheng Zhu","orcid":"https://orcid.org/0000-0002-0643-4526"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingsheng Zhu","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080478930","display_name":"Yunni Xia","orcid":"https://orcid.org/0000-0001-9024-732X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunni Xia","raw_affiliation_strings":["College of Computer Science, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024416196","display_name":"Junhao Wen","orcid":"https://orcid.org/0000-0002-6561-560X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhao Wen","raw_affiliation_strings":["College of Software Engineering, Chongqing University, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"College of Software Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5083655465"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":24.6583,"has_fulltext":false,"cited_by_count":141,"citation_normalized_percentile":{"value":0.99481372,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"17","issue":"1","first_page":"166","last_page":"176"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"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":0.9998999834060669,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9976000189781189,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/job-shop-scheduling","display_name":"Job shop scheduling","score":0.7660893201828003},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7431697845458984},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7076367735862732},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6913982629776001},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6201155781745911},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5775341987609863},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4954725503921509},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.4564320147037506},{"id":"https://openalex.org/keywords/flow-shop-scheduling","display_name":"Flow shop scheduling","score":0.437005877494812},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.42341870069503784},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.41726917028427124},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.4111960828304291},{"id":"https://openalex.org/keywords/fair-share-scheduling","display_name":"Fair-share scheduling","score":0.41074612736701965},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18578338623046875},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1347064971923828},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12063431739807129},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11367908120155334},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.08559450507164001},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07184949517250061}],"concepts":[{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.7660893201828003},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7431697845458984},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7076367735862732},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6913982629776001},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6201155781745911},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5775341987609863},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4954725503921509},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.4564320147037506},{"id":"https://openalex.org/C158336966","wikidata":"https://www.wikidata.org/wiki/Q3074426","display_name":"Flow shop scheduling","level":4,"score":0.437005877494812},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.42341870069503784},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.41726917028427124},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.4111960828304291},{"id":"https://openalex.org/C31689143","wikidata":"https://www.wikidata.org/wiki/Q733809","display_name":"Fair-share scheduling","level":3,"score":0.41074612736701965},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18578338623046875},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1347064971923828},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12063431739807129},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11367908120155334},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.08559450507164001},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07184949517250061},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tase.2019.2918691","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tase.2019.2918691","pdf_url":null,"source":{"id":"https://openalex.org/S34881539","display_name":"IEEE Transactions on Automation Science and Engineering","issn_l":"1545-5955","issn":["1545-5955","1558-3783"],"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 Automation Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G3461775032","display_name":null,"funder_award_id":"61702060","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4075770436","display_name":null,"funder_award_id":"2019CDXYJSJ0021","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7839444592","display_name":null,"funder_award_id":"61672117","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"},{"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":47,"referenced_works":["https://openalex.org/W130148835","https://openalex.org/W225560312","https://openalex.org/W1141949320","https://openalex.org/W1553373771","https://openalex.org/W1585939719","https://openalex.org/W1936679285","https://openalex.org/W1985416667","https://openalex.org/W2028351695","https://openalex.org/W2032728524","https://openalex.org/W2040466547","https://openalex.org/W2071180893","https://openalex.org/W2088723799","https://openalex.org/W2103165404","https://openalex.org/W2105908337","https://openalex.org/W2114296561","https://openalex.org/W2122967269","https://openalex.org/W2126105956","https://openalex.org/W2143381319","https://openalex.org/W2148325535","https://openalex.org/W2149294210","https://openalex.org/W2154009975","https://openalex.org/W2162331430","https://openalex.org/W2289028278","https://openalex.org/W2327866891","https://openalex.org/W2402428257","https://openalex.org/W2412853042","https://openalex.org/W2464889299","https://openalex.org/W2514834950","https://openalex.org/W2561389184","https://openalex.org/W2571654287","https://openalex.org/W2581327637","https://openalex.org/W2616575853","https://openalex.org/W2744120858","https://openalex.org/W2757352443","https://openalex.org/W2779727709","https://openalex.org/W2783519212","https://openalex.org/W2784017215","https://openalex.org/W2787680366","https://openalex.org/W2794584635","https://openalex.org/W2803970949","https://openalex.org/W2920883832","https://openalex.org/W3139600135","https://openalex.org/W3145128584","https://openalex.org/W4246219036","https://openalex.org/W4255654664","https://openalex.org/W6608886761","https://openalex.org/W6675192219"],"related_works":["https://openalex.org/W2184166483","https://openalex.org/W2012754152","https://openalex.org/W2397293317","https://openalex.org/W2377713709","https://openalex.org/W2838819579","https://openalex.org/W131757205","https://openalex.org/W2949165180","https://openalex.org/W4399221052","https://openalex.org/W2384952691","https://openalex.org/W2538210412"],"abstract_inverted_index":{"Cloud":[0],"computing":[1],"has":[2],"nowadays":[3],"become":[4],"a":[5,20,72,89,95,100,104,111,115,152,162,175,178,184,252],"dominant":[6],"technology":[7],"to":[8,17,41,58,79,110,158,192],"reduce":[9],"the":[10,84,122,125,137,217,224],"computation":[11],"cost":[12,64],"by":[13,31,99],"elastically":[14],"providing":[15],"resources":[16],"users":[18],"on":[19],"pay-per-use":[21],"basis.":[22],"More":[23],"and":[24,27,62,70,103,107,121,171,188,209,237],"more":[25],"scientific":[26],"business":[28],"applications":[29],"represented":[30,98],"workflows":[32],"have":[33,193],"been":[34],"moved":[35],"or":[36],"are":[37,50,127],"in":[38,51,68,124,216],"active":[39],"transition":[40],"cloud":[42,46,179],"platforms.":[43],"Therefore,":[44],"efficient":[45],"workflow":[47,66,176,253],"scheduling":[48,67,76,87,101,112,119,186,213],"methods":[49,146],"high":[52],"demand.":[53],"This":[54],"paper":[55,160],"investigates":[56],"how":[57],"simultaneously":[59],"optimize":[60],"makespan":[61,172],"economical":[63],"for":[65,167,214],"clouds":[69],"proposes":[71],"multiobjective":[73,91,212],"evolutionary":[74,92,190],"list":[75,86,118,185],"(MOELS)":[77],"algorithm":[78,93,191],"address":[80],"it.":[81],"It":[82,196],"embeds":[83],"classic":[85],"into":[88,177],"powerful":[90],"(MOEA):":[94],"genome":[96],"is":[97,108,197,230],"sequence":[102],"preference":[105],"weight":[106],"interpreted":[109],"solution":[113],"via":[114],"specifically":[116],"designed":[117],"heuristic,":[120],"genomes":[123],"population":[126],"evolved":[128],"through":[129],"tailored":[130],"genetic":[131],"operators.":[132],"The":[133,220,244],"simulation":[134,218],"experiments":[135],"with":[136,199],"real-world":[138],"data":[139],"show":[140,222],"that":[141,223,234,241,246],"MOELS":[142,166,181,229,247],"outperforms":[143],"some":[144],"state-of-the-art":[145,201],"as":[147,251],"it":[148],"can":[149],"always":[150],"achieve":[151],"higher":[153,232,239],"hypervolume":[154,226],"(HV)":[155],"value.":[156],"Note":[157],"Practitioners-This":[159],"describes":[161],"novel":[163],"method":[164],"called":[165],"minimizing":[168],"both":[169],"costs":[170],"when":[173],"deploying":[174],"datacenter.":[180],"seamlessly":[182],"combines":[183],"heuristic":[187],"an":[189],"complementary":[194],"advantages.":[195],"compared":[198],"two":[200],"algorithms":[202],"MOHEFT":[203],"(multiobjective":[204],"heterogeneous":[205],"earliest":[206],"finish":[207],"time)":[208],"EMS-C":[210],"(evolutionary":[211],"cloud)":[215],"experiments.":[219],"results":[221],"average":[225],"value":[227],"from":[228],"3.42%":[231],"than":[233,240],"of":[235,242],"MOHEFT,":[236],"2.27%":[238],"EMS-C.":[243],"runtime":[245],"requires":[248],"rises":[249],"moderately":[250],"size":[254],"increases.":[255]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":32},{"year":2022,"cited_by_count":32},{"year":2021,"cited_by_count":22},{"year":2020,"cited_by_count":16}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
