{"id":"https://openalex.org/W2997305752","doi":"https://doi.org/10.1109/tpds.2019.2961098","title":"GRP-HEFT: A Budget-Constrained Resource Provisioning Scheme for Workflow Scheduling in IaaS Clouds","display_name":"GRP-HEFT: A Budget-Constrained Resource Provisioning Scheme for Workflow Scheduling in IaaS Clouds","publication_year":2019,"publication_date":"2019-12-24","ids":{"openalex":"https://openalex.org/W2997305752","doi":"https://doi.org/10.1109/tpds.2019.2961098","mag":"2997305752"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2019.2961098","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2019.2961098","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"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 Parallel and Distributed Systems","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/A5022921623","display_name":"Hamid Reza Faragardi","orcid":"https://orcid.org/0000-0002-1384-5323"},"institutions":[{"id":"https://openalex.org/I190249584","display_name":"Universit\u00e4t Innsbruck","ror":"https://ror.org/054pv6659","country_code":"AT","type":"education","lineage":["https://openalex.org/I190249584"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Hamid Reza Faragardi","raw_affiliation_strings":["Institute of Computer Sceience, University of Innsbruck, Innsbruck, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Sceience, University of Innsbruck, Innsbruck, Austria","institution_ids":["https://openalex.org/I190249584"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080809345","display_name":"Mohammad Reza Saleh Sedghpour","orcid":"https://orcid.org/0000-0002-0751-9695"},"institutions":[{"id":"https://openalex.org/I67009956","display_name":"Iran University of Science and Technology","ror":"https://ror.org/01jw2p796","country_code":"IR","type":"education","lineage":["https://openalex.org/I67009956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohammad Reza Saleh Sedghpour","raw_affiliation_strings":["Iran University of Science and Technology, Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Iran University of Science and Technology, Tehran, Iran","institution_ids":["https://openalex.org/I67009956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012543566","display_name":"Saber Fazliahmadi","orcid":null},"institutions":[{"id":"https://openalex.org/I67009956","display_name":"Iran University of Science and Technology","ror":"https://ror.org/01jw2p796","country_code":"IR","type":"education","lineage":["https://openalex.org/I67009956"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Saber Fazliahmadi","raw_affiliation_strings":["Iran University of Science and Technology, Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Iran University of Science and Technology, Tehran, Iran","institution_ids":["https://openalex.org/I67009956"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000119692","display_name":"Thomas Fahringer","orcid":"https://orcid.org/0000-0003-4293-1228"},"institutions":[{"id":"https://openalex.org/I190249584","display_name":"Universit\u00e4t Innsbruck","ror":"https://ror.org/054pv6659","country_code":"AT","type":"education","lineage":["https://openalex.org/I190249584"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Thomas Fahringer","raw_affiliation_strings":["Institute of Computer Sceience, University of Innsbruck, Innsbruck, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Computer Sceience, University of Innsbruck, Innsbruck, Austria","institution_ids":["https://openalex.org/I190249584"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002220293","display_name":"Nayereh Rasouli","orcid":"https://orcid.org/0000-0002-8585-3584"},"institutions":[{"id":"https://openalex.org/I4210089766","display_name":"Technical and Vocational University","ror":"https://ror.org/00854zy02","country_code":"IR","type":"education","lineage":["https://openalex.org/I4210089766"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Nayereh Rasouli","raw_affiliation_strings":["Department of Computer Engineering, Technical and Vocational University, Alborz, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Technical and Vocational University, Alborz, Iran","institution_ids":["https://openalex.org/I4210089766"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5022921623"],"corresponding_institution_ids":["https://openalex.org/I190249584"],"apc_list":null,"apc_paid":null,"fwci":27.806,"has_fulltext":false,"cited_by_count":160,"citation_normalized_percentile":{"value":0.99586759,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"31","issue":"6","first_page":"1239","last_page":"1254"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9997000098228455,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8074285984039307},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7901298999786377},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.7746126651763916},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.7013332843780518},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6010695695877075},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.572670042514801},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.5633312463760376},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.5002150535583496},{"id":"https://openalex.org/keywords/greedy-algorithm","display_name":"Greedy algorithm","score":0.45099472999572754},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.38771387934684753},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.20556971430778503},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2050982117652893},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.20139598846435547},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.11116012930870056},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06462779641151428}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8074285984039307},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7901298999786377},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.7746126651763916},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.7013332843780518},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6010695695877075},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.572670042514801},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5633312463760376},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.5002150535583496},{"id":"https://openalex.org/C51823790","wikidata":"https://www.wikidata.org/wiki/Q504353","display_name":"Greedy algorithm","level":2,"score":0.45099472999572754},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.38771387934684753},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.20556971430778503},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2050982117652893},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.20139598846435547},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.11116012930870056},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06462779641151428}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tpds.2019.2961098","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2019.2961098","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"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 Parallel and Distributed Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5799999833106995,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W73922785","https://openalex.org/W101943479","https://openalex.org/W1417403813","https://openalex.org/W1529470547","https://openalex.org/W1613273921","https://openalex.org/W1936679285","https://openalex.org/W1985416667","https://openalex.org/W1994824641","https://openalex.org/W2014532441","https://openalex.org/W2028351695","https://openalex.org/W2029282088","https://openalex.org/W2035978754","https://openalex.org/W2045287414","https://openalex.org/W2057392949","https://openalex.org/W2078962046","https://openalex.org/W2088723799","https://openalex.org/W2099389501","https://openalex.org/W2148325535","https://openalex.org/W2149294210","https://openalex.org/W2293923781","https://openalex.org/W2297435753","https://openalex.org/W2327866891","https://openalex.org/W2463786126","https://openalex.org/W2512873174","https://openalex.org/W2514834950","https://openalex.org/W2519938981","https://openalex.org/W2561389184","https://openalex.org/W2604792441","https://openalex.org/W2744120858","https://openalex.org/W2779294360","https://openalex.org/W2803970949","https://openalex.org/W2806481034","https://openalex.org/W4246565613"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W1531601525","https://openalex.org/W2017432143"],"abstract_inverted_index":{"In":[0,102],"Infrastructure":[1],"as":[2],"a":[3,16,31,62,70,90,107,113,130,135,148,154,177],"Service":[4],"(IaaS)":[5],"Clouds,":[6],"users":[7,20],"are":[8],"charged":[9],"to":[10,15,22,36,45,55,89,134,163,175],"utilize":[11],"cloud":[12,28,41,67,80],"services":[13],"according":[14,162],"pay-per-use":[17],"model.":[18],"If":[19],"intend":[21],"run":[23],"their":[24,38,164],"workflow":[25,114,132,185,217],"applications":[26,218],"on":[27,61,223],"resources":[29,42,68],"within":[30,69],"specific":[32],"budget,":[33,72],"they":[34],"have":[35,52],"adjust":[37],"demands":[39],"for":[40,125,138,213,219],"with":[43],"respect":[44],"this":[46,103],"budget.":[47],"Although":[48],"several":[49,214],"scheduling":[50,115,186],"approaches":[51],"introduced":[53],"solutions":[54],"optimize":[56],"the":[57,73,127,139,159,172],"makespan":[58,92,128],"of":[59,64,77,129,143,235],"workflows":[60],"set":[63],"heterogeneous":[65],"IaaS":[66,145],"certain":[71],"hourly-based":[74,140],"cost":[75,141],"model":[76,142],"some":[78,94],"well-known":[79,215],"providers":[81],"(e.g.,":[82],"Amazon":[83],"EC2":[84],"Cloud)":[85],"can":[86],"easily":[87],"lead":[88],"higher":[91],"and":[93,112,121,198,211,228,242],"schedulers":[95],"may":[96],"not":[97],"find":[98],"any":[99],"feasible":[100],"solution.":[101],"article,":[104],"we":[105,152,170],"propose":[106,153],"novel":[108],"resource":[109,149],"provisioning":[110,150],"mechanism":[111],"algorithm,":[116],"named":[117],"Greedy":[118],"Resource":[119],"Provisioning":[120],"modified":[122,171],"HEFT":[123,173],"(GRP-HEFT),":[124],"minimizing":[126],"given":[131],"subject":[133],"budget":[136,178],"constraint":[137],"modern":[144],"clouds.":[146],"As":[147],"mechanism,":[151],"greedy":[155],"algorithm":[156,174],"which":[157],"lists":[158],"instance":[160],"types":[161],"efficiency":[165],"rate.":[166],"For":[167],"our":[168],"scheduler,":[169],"consider":[176],"limit.":[179],"GRP-HEFT":[180,207,238],"is":[181],"compared":[182],"against":[183],"state-of-the-art":[184],"techniques,":[187],"including":[188],"MOACS":[189,212],"(MultiObjective":[190],"Ant":[191],"Colony":[192],"System),":[193],"PSO":[194,241],"(Particle":[195],"Swarm":[196],"Optimization),":[197],"GA":[199],"(Genetic":[200],"Algorithm).":[201],"The":[202],"experimental":[203],"results":[204],"demonstrate":[205],"that":[206],"outperforms":[208,239],"GA,":[209,240],"PSO,":[210],"scientific":[216],"different":[220],"problem":[221],"sizes":[222],"average":[224],"by":[225],"13.64,":[226],"19.77,":[227],"11.69":[229],"percent,":[230],"respectively.":[231],"Also":[232],"in":[233],"terms":[234],"time":[236],"complexity,":[237],"MOACS.":[243]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":35},{"year":2022,"cited_by_count":40},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":12}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}