{"id":"https://openalex.org/W2964735527","doi":"https://doi.org/10.1109/ccoms.2019.8821774","title":"MLF-DRS: A Multi-level Fair Resource Allocation Algorithm in Heterogeneous Cloud Computing Systems","display_name":"MLF-DRS: A Multi-level Fair Resource Allocation Algorithm in Heterogeneous Cloud Computing Systems","publication_year":2019,"publication_date":"2019-02-01","ids":{"openalex":"https://openalex.org/W2964735527","doi":"https://doi.org/10.1109/ccoms.2019.8821774","mag":"2964735527"},"language":"en","primary_location":{"id":"doi:10.1109/ccoms.2019.8821774","is_oa":false,"landing_page_url":"http://doi.org/10.1109/ccoms.2019.8821774","pdf_url":null,"source":{"id":"https://openalex.org/S4306498485","display_name":"2019 IEEE 4th International Conference on Computer and Communication Systems (ICCCS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 4th International Conference on Computer and Communication Systems (ICCCS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://eprints.bournemouth.ac.uk/32098/1/IEEE-ICCCS-2019%20final%20version.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080249914","display_name":"Hamed Hamzeh","orcid":"https://orcid.org/0000-0002-4647-3829"},"institutions":[{"id":"https://openalex.org/I9300472","display_name":"Bournemouth University","ror":"https://ror.org/05wwcw481","country_code":"GB","type":"education","lineage":["https://openalex.org/I9300472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hamed Hamzeh","raw_affiliation_strings":["Smart Technology Research Group (STRG), Bournemouth University, Bournemouth, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smart Technology Research Group (STRG), Bournemouth University, Bournemouth, United Kingdom","institution_ids":["https://openalex.org/I9300472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055367315","display_name":"Sofia Meacham","orcid":"https://orcid.org/0000-0002-8474-4917"},"institutions":[{"id":"https://openalex.org/I9300472","display_name":"Bournemouth University","ror":"https://ror.org/05wwcw481","country_code":"GB","type":"education","lineage":["https://openalex.org/I9300472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sofia Meacham","raw_affiliation_strings":["Smart Technology Research Group, Bournemouth University, Bournemouth, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smart Technology Research Group, Bournemouth University, Bournemouth, United Kingdom","institution_ids":["https://openalex.org/I9300472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087795845","display_name":"Botond Virginas","orcid":null},"institutions":[{"id":"https://openalex.org/I1332878012","display_name":"BT Group (United Kingdom)","ror":"https://ror.org/00kv9pj15","country_code":"GB","type":"company","lineage":["https://openalex.org/I1332878012"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Botond Virginas","raw_affiliation_strings":["British Telecom, Ipswich, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"British Telecom, Ipswich, United Kingdom","institution_ids":["https://openalex.org/I1332878012"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008894729","display_name":"Kashaf Khan","orcid":"https://orcid.org/0009-0005-1948-6009"},"institutions":[{"id":"https://openalex.org/I1332878012","display_name":"BT Group (United Kingdom)","ror":"https://ror.org/00kv9pj15","country_code":"GB","type":"company","lineage":["https://openalex.org/I1332878012"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kashaf Khan","raw_affiliation_strings":["British Telecom, Ipswich, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"British Telecom, Ipswich, United Kingdom","institution_ids":["https://openalex.org/I1332878012"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086354459","display_name":"Keith Phalp","orcid":"https://orcid.org/0000-0003-4458-686X"},"institutions":[{"id":"https://openalex.org/I9300472","display_name":"Bournemouth University","ror":"https://ror.org/05wwcw481","country_code":"GB","type":"education","lineage":["https://openalex.org/I9300472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Keith Phalp","raw_affiliation_strings":["Smart Technology Research Group (STRG), Bournemouth University, Bournemouth, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Smart Technology Research Group (STRG), Bournemouth University, Bournemouth, United Kingdom","institution_ids":["https://openalex.org/I9300472"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2632,"has_fulltext":true,"cited_by_count":8,"citation_normalized_percentile":{"value":0.90671822,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"67","issue":null,"first_page":"316","last_page":"321"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9986000061035156,"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":0.9986000061035156,"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":0.993399977684021,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.8425087928771973},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7796074151992798},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.581650972366333},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5620638132095337},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5583420395851135},{"id":"https://openalex.org/keywords/max-min-fairness","display_name":"Max-min fairness","score":0.5262203216552734},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4518709182739258},{"id":"https://openalex.org/keywords/fairness-measure","display_name":"Fairness measure","score":0.436259388923645},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.1676853597164154},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.13641682267189026},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1281423270702362},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.06741142272949219}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8425087928771973},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7796074151992798},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.581650972366333},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5620638132095337},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5583420395851135},{"id":"https://openalex.org/C177972170","wikidata":"https://www.wikidata.org/wiki/Q17097315","display_name":"Max-min fairness","level":3,"score":0.5262203216552734},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4518709182739258},{"id":"https://openalex.org/C11867375","wikidata":"https://www.wikidata.org/wiki/Q5430671","display_name":"Fairness measure","level":4,"score":0.436259388923645},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.1676853597164154},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.13641682267189026},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1281423270702362},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.06741142272949219},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ccoms.2019.8821774","is_oa":false,"landing_page_url":"http://doi.org/10.1109/ccoms.2019.8821774","pdf_url":null,"source":{"id":"https://openalex.org/S4306498485","display_name":"2019 IEEE 4th International Conference on Computer and Communication Systems (ICCCS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 4th International Conference on Computer and Communication Systems (ICCCS)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.bournemouth.ac.uk:32098","is_oa":true,"landing_page_url":null,"pdf_url":"http://eprints.bournemouth.ac.uk/32098/1/IEEE-ICCCS-2019%20final%20version.pdf","source":{"id":"https://openalex.org/S4306400186","display_name":"Bournemouth University Research Online (Bournemouth University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9300472","host_organization_name":"Bournemouth University","host_organization_lineage":["https://openalex.org/I9300472"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"},{"id":"pmh:oai:westminsterresearch.westminster.ac.uk:vxw89","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccoms.2019.8821774","pdf_url":null,"source":{"id":"https://openalex.org/S4306400277","display_name":"WestminsterResearch (University of Westminster)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I94951947","host_organization_name":"University of Westminster","host_organization_lineage":["https://openalex.org/I94951947"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference-paper"}],"best_oa_location":{"id":"pmh:oai:eprints.bournemouth.ac.uk:32098","is_oa":true,"landing_page_url":null,"pdf_url":"http://eprints.bournemouth.ac.uk/32098/1/IEEE-ICCCS-2019%20final%20version.pdf","source":{"id":"https://openalex.org/S4306400186","display_name":"Bournemouth University Research Online (Bournemouth University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9300472","host_organization_name":"Bournemouth University","host_organization_lineage":["https://openalex.org/I9300472"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2964735527.pdf","grobid_xml":"https://content.openalex.org/works/W2964735527.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W1545232017","https://openalex.org/W1912586543","https://openalex.org/W1989137842","https://openalex.org/W1992928432","https://openalex.org/W1994274406","https://openalex.org/W2032723264","https://openalex.org/W2048713059","https://openalex.org/W2094482090","https://openalex.org/W2114385566","https://openalex.org/W2117366456","https://openalex.org/W2156690286","https://openalex.org/W2364584108","https://openalex.org/W2424685932","https://openalex.org/W2745464933","https://openalex.org/W2782155969","https://openalex.org/W2950007716","https://openalex.org/W2962772858","https://openalex.org/W3022088162","https://openalex.org/W6718024659"],"related_works":["https://openalex.org/W2002544160","https://openalex.org/W2084765981","https://openalex.org/W1586551486","https://openalex.org/W1630733292","https://openalex.org/W2402400303","https://openalex.org/W2796294811","https://openalex.org/W325054913","https://openalex.org/W2123610661","https://openalex.org/W1597924506","https://openalex.org/W1992334470"],"abstract_inverted_index":{"Cloud":[0],"computing":[1,13],"is":[2,53,80,243],"a":[3,16,92,119,158,167,227,249],"novel":[4],"paradigm":[5],"which":[6,108,189],"provides":[7,226],"on":[8,214],"demand,":[9],"scalable":[10],"and":[11,139,175,232,241],"pay-as-you-use":[12],"resources":[14,30,52,85,209,231],"in":[15,45,61,134,193,248,253],"virtualized":[17],"form.":[18],"With":[19],"cloud":[20,44,79],"computing,":[21],"users":[22],"are":[23,143],"able":[24],"to":[25,37,87,96,149,191,245],"access":[26],"large":[27],"pools":[28],"of":[29,51,84,114,121,185,196,230,235,256],"anywhere":[31],"without":[32],"any":[33],"limitation.":[34],"In":[35,153],"order":[36],"use":[38],"the":[39,43,49,75,78,82,135,194,208,222,236,254],"provided":[40],"facilities":[41],"by":[42,172],"an":[46,54],"efficient":[47],"way,":[48],"management":[50],"undeniable":[55],"fact":[56,76],"that":[57,77,99,129,180,204],"should":[58],"be":[59,219,246],"considered":[60],"different":[62,186],"aspects.":[63],"Among":[64],"all":[65],"those":[66],"aspects,":[67],"resource":[68,151,187],"allocation":[69,83,169,197,239],"has":[70,86,105,118,126],"received":[71],"much":[72],"attentions.":[73],"Given":[74],"heterogeneous,":[81],"become":[88],"more":[89],"sophisticated.":[90],"As":[91,217],"first":[93],"promising":[94],"work":[95],"deal":[97],"with":[98,147],"problem,":[100],"Dominant":[101,161],"Resource":[102,162],"Fairness":[103],"(DRF)":[104],"been":[106,132],"proposed":[107],"takes":[109],"into":[110],"account":[111],"dominant":[112,183,215],"shares":[113,184],"users.":[115],"Although":[116],"DRF":[117,138],"sort":[120],"desirable":[122,237],"fairness":[123,174],"properties,":[124],"it":[125,242],"some":[127,199,234],"limitations":[128],"have":[130],"already":[131],"identified":[133],"literature.":[136],"Unfortunately,":[137],"its":[140],"recent":[141],"developments":[142],"not":[144],"intuitively":[145],"fair":[146,238],"respect":[148],"various":[150],"demands.":[152],"this":[154],"paper,":[155],"we":[156],"propose":[157],"Multi-level":[159],"Fair":[160],"Scheduling":[163],"(MLF-DRS)":[164],"algorithm":[165,202],"as":[166,259],"new":[168],"model":[170],"inspired":[171],"Max-Min":[173],"proportionality.":[176],"Unlike":[177],"other":[178],"works":[179],"they":[181,210],"equalize":[182],"types":[188],"leads":[190],"starvation":[192],"maximization":[195],"for":[198,212],"users,":[200],"our":[201],"guarantees":[203],"each":[205],"user":[206],"receives":[207],"desire":[211],"based":[213],"shares.":[216],"can":[218],"deducted":[220],"from":[221],"mathematical":[223],"proofs,":[224],"MLF-DRS":[225],"full":[228],"utilization":[229],"meets":[233],"properties":[240],"applicable":[244],"used":[247],"nav\u00efe":[250],"extension":[251],"form":[252],"presence":[255],"multiple":[257],"servers":[258],"well.":[260]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
