{"id":"https://openalex.org/W3188900107","doi":"https://doi.org/10.1109/cec45853.2021.9504709","title":"Budget and SLA Aware Dynamic Workflow Scheduling in Cloud Computing with Heterogeneous Resources","display_name":"Budget and SLA Aware Dynamic Workflow Scheduling in Cloud Computing with Heterogeneous Resources","publication_year":2021,"publication_date":"2021-06-28","ids":{"openalex":"https://openalex.org/W3188900107","doi":"https://doi.org/10.1109/cec45853.2021.9504709","mag":"3188900107"},"language":"en","primary_location":{"id":"doi:10.1109/cec45853.2021.9504709","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec45853.2021.9504709","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 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/A5100743979","display_name":"Yifan Yang","orcid":"https://orcid.org/0000-0003-4801-0358"},"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":"Yifan Yang","raw_affiliation_strings":["Victoria University of Wellington,School of Engineering and Computer Science,Wellington,New Zealand,6140"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Victoria University of Wellington,School of Engineering and Computer Science,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100389298","display_name":"Gang Chen","orcid":"https://orcid.org/0000-0002-9597-497X"},"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":"Gang Chen","raw_affiliation_strings":["Victoria University of Wellington,School of Engineering and Computer Science,Wellington,New Zealand,6140"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Victoria University of Wellington,School of Engineering and Computer Science,Wellington,New Zealand,6140","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":["Victoria University of Wellington,School of Engineering and Computer Science,Wellington,New Zealand,6140"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Victoria University of Wellington,School of Engineering and Computer Science,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mengjie Zhang","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":"Mengjie Zhang","raw_affiliation_strings":["Victoria University of Wellington,School of Engineering and Computer Science,Wellington,New Zealand,6140"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Victoria University of Wellington,School of Engineering and Computer Science,Wellington,New Zealand,6140","institution_ids":["https://openalex.org/I41156924"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036515378","display_name":"Victoria Huang","orcid":"https://orcid.org/0000-0002-8405-8845"},"institutions":[{"id":"https://openalex.org/I52179390","display_name":"University of Waikato","ror":"https://ror.org/013fsnh78","country_code":"NZ","type":"education","lineage":["https://openalex.org/I52179390"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Victoria Huang","raw_affiliation_strings":["University of Waikato,School of Computing &amp; Mathematical Sciences,Hamilton,New Zealand,3240"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Waikato,School of Computing &amp; Mathematical Sciences,Hamilton,New Zealand,3240","institution_ids":["https://openalex.org/I52179390"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.845,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.91978412,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"2141","last_page":"2148"},"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":0.9980999827384949,"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":0.9970999956130981,"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/computer-science","display_name":"Computer science","score":0.848014235496521},{"id":"https://openalex.org/keywords/heuristics","display_name":"Heuristics","score":0.8257165551185608},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7265782952308655},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7108633518218994},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5549623370170593},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5468199253082275},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.47592976689338684},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.46278196573257446},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.4464153051376343},{"id":"https://openalex.org/keywords/workflow-management-system","display_name":"Workflow management system","score":0.4110443890094757},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.36717501282691956},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.26987600326538086},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.17680910229682922},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12869292497634888},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.09404739737510681}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.848014235496521},{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.8257165551185608},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7265782952308655},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7108633518218994},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5549623370170593},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5468199253082275},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.47592976689338684},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.46278196573257446},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.4464153051376343},{"id":"https://openalex.org/C140824633","wikidata":"https://www.wikidata.org/wiki/Q2808660","display_name":"Workflow management system","level":3,"score":0.4110443890094757},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.36717501282691956},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.26987600326538086},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.17680910229682922},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12869292497634888},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.09404739737510681},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cec45853.2021.9504709","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec45853.2021.9504709","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Congress on Evolutionary Computation (CEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4699999988079071,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1537478891","https://openalex.org/W1970275772","https://openalex.org/W1981029154","https://openalex.org/W1987325243","https://openalex.org/W1990864191","https://openalex.org/W2011943795","https://openalex.org/W2025397485","https://openalex.org/W2051644464","https://openalex.org/W2088723799","https://openalex.org/W2099389501","https://openalex.org/W2113376669","https://openalex.org/W2149294210","https://openalex.org/W2275596639","https://openalex.org/W2327866891","https://openalex.org/W2339254261","https://openalex.org/W2343550300","https://openalex.org/W2590959390","https://openalex.org/W2657167308","https://openalex.org/W2744120858","https://openalex.org/W2810678090","https://openalex.org/W2922587577","https://openalex.org/W2941531126","https://openalex.org/W2969085254","https://openalex.org/W2997305752","https://openalex.org/W3086765687","https://openalex.org/W3102448834","https://openalex.org/W4251797957"],"related_works":["https://openalex.org/W2280422768","https://openalex.org/W3143197806","https://openalex.org/W4252555497","https://openalex.org/W3121175838","https://openalex.org/W3016293053","https://openalex.org/W1690653314","https://openalex.org/W2401723157","https://openalex.org/W2065055572","https://openalex.org/W2784269775","https://openalex.org/W2952904874"],"abstract_inverted_index":{"Workflow":[0,165],"with":[1,23,127,152],"different":[2],"patterns":[3],"and":[4,30,136,156,173],"sizes":[5],"arrive":[6],"at":[7,16],"a":[8,114],"cloud":[9,180],"data":[10,21],"center":[11],"dynamically":[12],"to":[13,26,56,102,117,143,177],"be":[14,100],"processed":[15],"virtual":[17],"machines":[18],"in":[19,48,78,92,179],"the":[20,24,49,79,84,88,122,128,132,145,148,162],"center,":[22],"aim":[25],"minimize":[27],"overall":[28],"cost":[29],"makespan":[31],"while":[32],"satisfying":[33],"Service":[34],"Level":[35],"Agreement":[36],"(SLA)":[37],"requirement.":[38],"To":[39],"efficiently":[40],"schedule":[41],"workflows,":[42],"manually":[43,57],"designed":[44,61],"heuristics":[45,62,105,120,155],"are":[46,76],"proposed":[47,149,163],"literature.":[50],"However,":[51],"it":[52],"is":[53,174],"time":[54],"consuming":[55],"design":[58,104],"heuristics.":[59,80],"The":[60],"may":[63],"not":[64],"work":[65],"effectively":[66],"for":[67,106,121],"heterogeneous":[68],"workflow":[69,124],"since":[70],"only":[71],"simple":[72],"problem":[73],"related":[74],"factors":[75],"considered":[77],"Further,":[81],"most":[82],"of":[83,130,147],"existing":[85,154],"approaches":[86],"ignore":[87],"deadline":[89],"constraints":[90],"set":[91],"SLAs.":[93],"Genetic":[94,158,167],"Programming":[95,159,168],"Hyper":[96],"Heuristic":[97],"(GPHH)":[98],"can":[99],"used":[101],"automatically":[103,118],"scheduling":[107,125],"problems.":[108],"In":[109],"this":[110],"paper,":[111],"we":[112],"propose":[113],"GPHH":[115],"approach":[116],"generate":[119],"dynamic":[123],"problem,":[126],"goal":[129],"minimizing":[131],"VM":[133],"rental":[134],"fees":[135],"SLA":[137],"penalties.":[138],"Experiments":[139],"have":[140],"been":[141],"conducted":[142],"evaluate":[144],"performance":[146,172],"approach.":[150],"Compared":[151],"several":[153],"conventional":[157],"(GP)":[160],"approaches,":[161],"Dynamic":[164],"Scheduling":[166],"(DWSGP)":[169],"has":[170],"better":[171],"highly":[175],"adaptable":[176],"variations":[178],"environment.":[181]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
