{"id":"https://openalex.org/W4414746337","doi":"https://doi.org/10.54654/isj.v2i25.1115","title":"FedPC Cloud CPU Forecasting using Federated Learning and Periodicity-based Clustering","display_name":"FedPC Cloud CPU Forecasting using Federated Learning and Periodicity-based Clustering","publication_year":2025,"publication_date":"2025-10-02","ids":{"openalex":"https://openalex.org/W4414746337","doi":"https://doi.org/10.54654/isj.v2i25.1115"},"language":"en","primary_location":{"id":"doi:10.54654/isj.v2i25.1115","doi":"https://doi.org/10.54654/isj.v2i25.1115","is_oa":true,"landing_page_url":"https://doi.org/10.54654/isj.v2i25.1115","pdf_url":"https://isj.vn/index.php/journal_STIS/article/download/1115/379","source":{"id":"https://openalex.org/S4210189059","display_name":"Journal of Science and Technology on Information security","issn_l":"2615-9570","issn":["2615-9570"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Science and Technology on Information security","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://isj.vn/index.php/journal_STIS/article/download/1115/379","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Nguyen Quoc Khanh","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I100188998","display_name":"Harbin University of Science and Technology","ror":"https://ror.org/04e6y1282","country_code":"CN","type":"education","lineage":["https://openalex.org/I100188998"]},{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nguyen Quoc Khanh","raw_affiliation_strings":["Soict, HUST"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Soict, HUST","institution_ids":["https://openalex.org/I100188998","https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tran Quang Duc","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tran Quang Duc","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113107078","display_name":"Nguyen Van Toan","orcid":"https://orcid.org/0000-0001-8946-8299","observed_orcids":["https://orcid.org/0000-0001-8946-8299","https://orcid.org/0000-0002-1599-4074"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nguyen Van Toan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5065799374","display_name":"T\u1ed1ng V\u0103n V\u1ea1n","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tong Van Van","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2234193,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"62","last_page":"70"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9897000193595886,"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":0.9897000193595886,"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/T14098","display_name":"Energy Efficiency in Computing","score":0.0015999999595806003,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.00139999995008111,"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/cloud-computing","display_name":"cloud computing","score":0.6110000014305115},{"id":"https://openalex.org/keywords/privacy-preserving-federated-learning","display_name":"privacy-preserving federated learning","score":0.8989999890327454},{"id":"https://openalex.org/keywords/virtual-machines","display_name":"virtual machines","score":0.7509999871253967},{"id":"https://openalex.org/keywords/cold-start","display_name":"cold start","score":0.9850000143051147},{"id":"https://openalex.org/keywords/lstm","display_name":"LSTM","score":0.6439999938011169},{"id":"https://openalex.org/keywords/resource-management","display_name":"resource management","score":0.7200000286102295},{"id":"https://openalex.org/keywords/data-privacy","display_name":"data privacy","score":0.5009999871253967},{"id":"https://openalex.org/keywords/workload-heterogeneity","display_name":"workload heterogeneity","score":0.49900001287460327}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8496999740600586},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7871000170707703},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.7839999794960022},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7595000267028809},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6790000200271606},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4754999876022339},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.4359999895095825},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.42910000681877136},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4140999913215637},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3993000090122223},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.3366999924182892},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.334199994802475},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3172000050544739},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.3027999997138977},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2856999933719635},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.28299999237060547},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.28290000557899475},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27129998803138733},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.26170000433921814},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.26030001044273376},{"id":"https://openalex.org/C70061542","wikidata":"https://www.wikidata.org/wiki/Q989016","display_name":"Distributed database","level":2,"score":0.25690001249313354},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.2563000023365021},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.2547999918460846},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.25119999051094055}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.54654/isj.v2i25.1115","doi":"https://doi.org/10.54654/isj.v2i25.1115","is_oa":true,"landing_page_url":"https://doi.org/10.54654/isj.v2i25.1115","pdf_url":"https://isj.vn/index.php/journal_STIS/article/download/1115/379","source":{"id":"https://openalex.org/S4210189059","display_name":"Journal of Science and Technology on Information security","issn_l":"2615-9570","issn":["2615-9570"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Science and Technology on Information security","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.54654/isj.v2i25.1115","doi":"https://doi.org/10.54654/isj.v2i25.1115","is_oa":true,"landing_page_url":"https://doi.org/10.54654/isj.v2i25.1115","pdf_url":"https://isj.vn/index.php/journal_STIS/article/download/1115/379","source":{"id":"https://openalex.org/S4210189059","display_name":"Journal of Science and Technology on Information security","issn_l":"2615-9570","issn":["2615-9570"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Science and Technology on Information security","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4943999946117401}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414746337.pdf","grobid_xml":"https://content.openalex.org/works/W4414746337.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Accurate":[0],"CPU":[1],"workload":[2,78],"forecasting":[3,66],"is":[4],"vital":[5],"for":[6,27,67],"efficient":[7],"resource":[8],"management":[9],"and":[10,23,36,101,129],"system":[11,118],"availability":[12],"in":[13,19,99,105,111,121],"cloud":[14,123],"computing,":[15],"yet":[16],"faces":[17],"challenges":[18],"data":[20],"privacy,":[21],"security,":[22],"the":[24],"\"cold":[25],"start\"problem":[26],"new":[28,68],"Virtual":[29],"Machines":[30],"(VMs).":[31],"Traditional":[32],"methods":[33,104],"risk":[34],"privacy":[35,100],"struggle":[37],"with":[38,52,70,125],"limited":[39],"data.":[40,132],"We":[41],"propose":[42],"FedPC,":[43],"a":[44],"novel":[45],"framework":[46],"leveraging":[47],"privacy-preserving":[48],"Federated":[49],"Learning":[50],"(FL)":[51],"Periodicity-based":[53],"Clustering.":[54],"FedPC":[55,96],"enables":[56],"collaborative":[57],"training":[58,80],"without":[59],"exposing":[60],"local":[61],"data,":[62],"crucially":[63],"supporting":[64],"effective":[65],"VMs":[69,76],"minimal":[71],"historical":[72],"information.":[73],"It":[74],"clusters":[75],"by":[77],"periodicity,":[79],"tailored":[81],"LSTMs":[82],"within":[83],"each":[84],"cluster":[85],"to":[86],"handle":[87],"heterogeneity":[88],"securely.":[89],"Evaluated":[90],"on":[91],"Azure":[92],"Public":[93],"Dataset":[94],"V1,":[95],"surpasses":[97],"FedAvg":[98],"matches":[102],"state-of-the-art":[103],"accuracy.":[106],"This":[107],"demonstrates":[108],"FedPC\u2019s":[109],"efficacy":[110],"securely,":[112],"adaptively":[113],"managing":[114],"resources,":[115],"thereby":[116],"enhancing":[117],"availability,":[119],"especially":[120],"dynamic":[122],"environments":[124],"frequent":[126],"VM":[127],"creation":[128],"scarce":[130],"initial":[131]},"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2025-10-10T00:00:00"}
