{"id":"https://openalex.org/W4312774857","doi":"https://doi.org/10.1109/saci55618.2022.9919541","title":"Towards Efficient Prediction of Computing Resource Usage Using Deep Learning Techniques","display_name":"Towards Efficient Prediction of Computing Resource Usage Using Deep Learning Techniques","publication_year":2022,"publication_date":"2022-05-25","ids":{"openalex":"https://openalex.org/W4312774857","doi":"https://doi.org/10.1109/saci55618.2022.9919541"},"language":"en","primary_location":{"id":"doi:10.1109/saci55618.2022.9919541","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saci55618.2022.9919541","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 16th International Symposium on Applied Computational Intelligence and Informatics (SACI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5027955456","display_name":"Ioan Cristian Schuszter","orcid":"https://orcid.org/0000-0002-7952-0740"},"institutions":[{"id":"https://openalex.org/I4210149165","display_name":"Universitatea Din Petrosani","ror":"https://ror.org/055k3dh55","country_code":"RO","type":"education","lineage":["https://openalex.org/I4210149165"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Ioan Cristian Schuszter","raw_affiliation_strings":["University of Petrosani,Department of Computer and Electrical Engineering","Department of Computer and Electrical Engineering, University of Petrosani"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Petrosani,Department of Computer and Electrical Engineering","institution_ids":["https://openalex.org/I4210149165"]},{"raw_affiliation_string":"Department of Computer and Electrical Engineering, University of Petrosani","institution_ids":["https://openalex.org/I4210149165"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073015915","display_name":"Marius Cioca","orcid":"https://orcid.org/0000-0002-0466-9196"},"institutions":[{"id":"https://openalex.org/I124121301","display_name":"Lucian Blaga University of Sibiu","ror":"https://ror.org/026gdz537","country_code":"RO","type":"education","lineage":["https://openalex.org/I124121301"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Marius Cioca","raw_affiliation_strings":["Lucian Blaga University of Sibiu,Department of Industrial Engineering and Management","Department of Industrial Engineering and Management, Lucian Blaga University of Sibiu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lucian Blaga University of Sibiu,Department of Industrial Engineering and Management","institution_ids":["https://openalex.org/I124121301"]},{"raw_affiliation_string":"Department of Industrial Engineering and Management, Lucian Blaga University of Sibiu","institution_ids":["https://openalex.org/I124121301"]}]}],"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":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36473599,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"000227","last_page":"000232"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9710000157356262,"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"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9710000157356262,"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"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9646000266075134,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9605000019073486,"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":0.7950689196586609},{"id":"https://openalex.org/keywords/container","display_name":"Container (type theory)","score":0.556475818157196},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5468976497650146},{"id":"https://openalex.org/keywords/agile-software-development","display_name":"Agile software development","score":0.5321077108383179},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.49157509207725525},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4914337396621704},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.45786339044570923},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45075365900993347},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.43570783734321594},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.41644757986068726},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.40830743312835693},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37125682830810547},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.32689476013183594},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.28084689378738403},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.12633469700813293},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11662685871124268}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7950689196586609},{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.556475818157196},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5468976497650146},{"id":"https://openalex.org/C14185376","wikidata":"https://www.wikidata.org/wiki/Q30232","display_name":"Agile software development","level":2,"score":0.5321077108383179},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.49157509207725525},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4914337396621704},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.45786339044570923},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45075365900993347},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.43570783734321594},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.41644757986068726},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.40830743312835693},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37125682830810547},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.32689476013183594},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.28084689378738403},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.12633469700813293},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11662685871124268},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/saci55618.2022.9919541","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saci55618.2022.9919541","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 16th International Symposium on Applied Computational Intelligence and Informatics (SACI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W2055733372","https://openalex.org/W3022067003"],"abstract_inverted_index":{"In":[0],"this":[1],"paper":[2],"we":[3],"present":[4,92],"the":[5,22,42,52,82,111,120,148],"benefit":[6],"of":[7,24,41,54,71,81,95,104,122,152],"using":[8],"deep":[9],"learning":[10],"time-series":[11],"analysis":[12],"techniques":[13],"in":[14,143],"order":[15,144],"to":[16,37,65,88,145],"reduce":[17],"computing":[18],"resource":[19,98],"usage,":[20],"with":[21,51],"goal":[23],"having":[25],"more":[26],"sustainable":[27],"data":[28,103],"centers.":[29],"Modern":[30,62],"enterprises":[31],"and":[32,48,60,76],"agile":[33],"ways-of-working":[34],"have":[35,131],"led":[36],"a":[38,68,125,153],"complete":[39],"revolution":[40],"way":[43],"that":[44,84,130],"software":[45,108,154],"engineers":[46],"develop":[47],"deploy":[49],"software,":[50],"proliferation":[53],"container-based":[55],"technology":[56],"such":[57],"as":[58,134],"Kubernetes":[59],"Docker.":[61],"systems":[63,109],"tend":[64],"use":[66],"up":[67],"large":[69],"amount":[70],"resources":[72],"even":[73],"when":[74],"idle,":[75],"intelligent":[77],"scaling":[78],"is":[79],"one":[80],"methods":[83,94],"could":[85],"be":[86],"used":[87],"prevent":[89],"waste.":[90],"We":[91],"several":[93],"predicting":[96],"computer":[97],"usage":[99,151],"based":[100],"on":[101],"historical":[102],"real":[105],"production":[106],"distributed":[107],"at":[110],"European":[112],"Organization":[113],"for":[114],"Nuclear":[115],"Research":[116],"(CERN),":[117],"enabling":[118],"down-scaling":[119],"number":[121],"machines":[123],"running":[124],"certain":[126],"service":[127],"during":[128],"periods":[129],"been":[132],"identified":[133],"idle.":[135],"The":[136],"method":[137],"leverages":[138],"recurring":[139],"neural":[140],"network":[141],"architectures":[142],"accurately":[146],"predict":[147],"CPU":[149],"future":[150],"system":[155],"given":[156],"its":[157],"past":[158],"activity.":[159]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
