{"id":"https://openalex.org/W2969085254","doi":"https://doi.org/10.1109/cec.2019.8789896","title":"Achieving Flexible Scheduling of Heterogeneous Workflows in Cloud through a Genetic Programming Based Approach","display_name":"Achieving Flexible Scheduling of Heterogeneous Workflows in Cloud through a Genetic Programming Based Approach","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W2969085254","doi":"https://doi.org/10.1109/cec.2019.8789896","mag":"2969085254"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2019.8789896","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2019.8789896","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-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/A5101011040","display_name":"Yongbo Yu","orcid":"https://orcid.org/0009-0004-7314-001X"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Yongbo Yu","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington, New Zealand","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042547041","display_name":"Yalian Feng","orcid":null},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Yalian Feng","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington, New Zealand","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037154800","display_name":"Hui Ma","orcid":"https://orcid.org/0000-0002-6232-4436"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Hui Ma","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington, New Zealand","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110150176","display_name":"Aaron Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Aaron Chen","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington, New Zealand","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100337638","display_name":"Chen Wang","orcid":"https://orcid.org/0000-0002-9948-8370"},"institutions":[{"id":"https://openalex.org/I41156924","display_name":"Victoria University of Wellington","ror":"https://ror.org/0040r6f76","country_code":"NZ","type":"education","lineage":["https://openalex.org/I41156924"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Chen Wang","raw_affiliation_strings":["School of Engineering and Computer Science, Victoria University of Wellington, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Computer Science, Victoria University of Wellington, New Zealand","institution_ids":["https://openalex.org/I41156924"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.174,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.93126975,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"32","issue":null,"first_page":"3102","last_page":"3109"},"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9977999925613403,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9955999851226807,"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/computer-science","display_name":"Computer science","score":0.8382160067558289},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7817384004592896},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7054716348648071},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6915673017501831},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.635728120803833},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.6172546744346619},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5938236713409424},{"id":"https://openalex.org/keywords/workflow-management-system","display_name":"Workflow management system","score":0.4676750600337982},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"Greedy algorithm","score":0.4584190249443054},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.42557889223098755},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.24556493759155273},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1632699966430664},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.14113038778305054},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.08713522553443909},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.06747794151306152},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.06519609689712524},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.057759642601013184}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8382160067558289},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7817384004592896},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7054716348648071},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6915673017501831},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.635728120803833},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.6172546744346619},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5938236713409424},{"id":"https://openalex.org/C140824633","wikidata":"https://www.wikidata.org/wiki/Q2808660","display_name":"Workflow management system","level":3,"score":0.4676750600337982},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.4584190249443054},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.42557889223098755},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.24556493759155273},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1632699966430664},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.14113038778305054},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.08713522553443909},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.06747794151306152},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.06519609689712524},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.057759642601013184},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec.2019.8789896","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2019.8789896","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1504762824","https://openalex.org/W1981212633","https://openalex.org/W1994824641","https://openalex.org/W2011943795","https://openalex.org/W2028817191","https://openalex.org/W2041489433","https://openalex.org/W2073870328","https://openalex.org/W2096315080","https://openalex.org/W2132930531","https://openalex.org/W2149294210","https://openalex.org/W2162528252","https://openalex.org/W2164271762","https://openalex.org/W2244784730","https://openalex.org/W2266248102","https://openalex.org/W2327866891","https://openalex.org/W2391160160","https://openalex.org/W2516921826","https://openalex.org/W2519938981","https://openalex.org/W2526174145","https://openalex.org/W2552975733","https://openalex.org/W2558359969","https://openalex.org/W2571766692","https://openalex.org/W2603031348","https://openalex.org/W2604575217","https://openalex.org/W2605051236","https://openalex.org/W2744120858","https://openalex.org/W6727460321","https://openalex.org/W7046125395"],"related_works":["https://openalex.org/W2375304607","https://openalex.org/W2391168633","https://openalex.org/W2353477037","https://openalex.org/W1574425962","https://openalex.org/W2385499106","https://openalex.org/W4310820052","https://openalex.org/W2354357087","https://openalex.org/W2352774566","https://openalex.org/W4243836028","https://openalex.org/W2376671203"],"abstract_inverted_index":{"Cloud":[0],"computing":[1,115],"enables":[2],"enormous":[3],"computational":[4],"resources":[5,34,74,156],"to":[6,35,79,126],"be":[7],"scheduled":[8],"as":[9,111,113,176],"parallel":[10],"workflow":[11,62,93,101,158],"applications.":[12],"Most":[13],"traditional":[14],"heuristics":[15],"can":[16],"only":[17,47,90],"solve":[18],"one":[19],"particular":[20],"scheduling":[21,52,76,102],"problem.":[22],"For":[23],"example,":[24],"Heterogeneous":[25],"Earliest":[26],"Finish":[27],"Time":[28],"(HEFT)":[29],"and":[30,63,72,83,131,157,178],"Greedy":[31],"algorithms":[32,174,180],"allocate":[33],"given":[36],"ordered":[37],"list":[38],"of":[39,58,108,133,141,147,150,171],"tasks":[40,59,151],"using":[41,121,165],"a":[42,50,61,100,166],"specific":[43,51,92],"single":[44],"heuristic,":[45],"which":[46,104],"caters":[48],"for":[49,91],"problem,":[53],"e.g.":[54],"the":[55,69,81,86,106,128,137,148,153],"fixed":[56],"number":[57,149],"in":[60,75,77,136,152],"available":[64,155],"resources.":[65,116],"Many":[66],"researchers":[67],"considered":[68],"heterogeneous":[70,109,114,134],"workflows":[71,110,135],"cloud":[73],"order":[78],"minimize":[80],"cost":[82,130],"makespan,":[84],"but":[85],"solutions":[87],"provided":[88],"are":[89],"pattern.":[94],"In":[95],"this":[96],"paper,":[97],"we":[98],"demonstrate":[99],"problem":[103],"considers":[105],"combination":[107],"well":[112],"We":[117,160],"proposed":[118,143,163],"Flexible":[119],"Scheduling":[120],"Genetic":[122],"Programming":[123],"(FSGP)":[124],"approach":[125,164,185],"min-imize":[127],"total":[129],"makespan":[132],"cloud.":[138],"The":[139],"performance":[140],"our":[142,162,183],"FSGP":[144,184],"is":[145],"regardless":[146],"workflow,":[154],"patterns.":[159],"evaluated":[161],"benchmark":[167],"dataset.":[168],"Performance":[169],"evaluation":[170],"some":[172],"well-known":[173],"such":[175],"HEFT":[177],"greedy":[179],"exhibit":[181],"that":[182],"perform":[186],"better":[187],"than":[188],"other":[189],"competing":[190],"algorithms.":[191]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
