{"id":"https://openalex.org/W3106937062","doi":"https://doi.org/10.1145/3415958.3433042","title":"Towards a Predictive Framework for Power Consumption of Jobs in HPC Facilities","display_name":"Towards a Predictive Framework for Power Consumption of Jobs in HPC Facilities","publication_year":2020,"publication_date":"2020-11-02","ids":{"openalex":"https://openalex.org/W3106937062","doi":"https://doi.org/10.1145/3415958.3433042","mag":"3106937062"},"language":"en","primary_location":{"id":"doi:10.1145/3415958.3433042","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3415958.3433042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Conference on Management of Digital EcoSystems","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/A5043623059","display_name":"Nitin Sukhija","orcid":"https://orcid.org/0000-0002-2083-1819"},"institutions":[{"id":"https://openalex.org/I169494899","display_name":"Slippery Rock University","ror":"https://ror.org/0369st156","country_code":"US","type":"education","lineage":["https://openalex.org/I169494899"]},{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nitin Sukhija","raw_affiliation_strings":["Department of Computer Science, Slippery Rock University of Pennsylvania, Slippery Rock, PA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Slippery Rock University of Pennsylvania, Slippery Rock, PA","institution_ids":["https://openalex.org/I169494899","https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051768279","display_name":"Alexander Gessinger","orcid":null},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]},{"id":"https://openalex.org/I4210151627","display_name":"National Energy Research Scientific Computing Center","ror":"https://ror.org/05v3mvq14","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521","https://openalex.org/I4210151627"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander Gessinger","raw_affiliation_strings":["NERSC, Lawrence Berkeley National Laboratory, Berkeley, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NERSC, Lawrence Berkeley National Laboratory, Berkeley, CA","institution_ids":["https://openalex.org/I148283060","https://openalex.org/I4210151627"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025254901","display_name":"Elizabeth Bautista","orcid":"https://orcid.org/0000-0001-5161-4967"},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]},{"id":"https://openalex.org/I4210151627","display_name":"National Energy Research Scientific Computing Center","ror":"https://ror.org/05v3mvq14","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521","https://openalex.org/I4210151627"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elizabeth Bautista","raw_affiliation_strings":["NERSC, Lawrence Berkeley National Laboratory, Berkeley, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NERSC, Lawrence Berkeley National Laboratory, Berkeley, CA","institution_ids":["https://openalex.org/I148283060","https://openalex.org/I4210151627"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.557,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.770313,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"46","last_page":"47"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9997000098228455,"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":0.9997000098228455,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9966999888420105,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9962999820709229,"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/supercomputer","display_name":"Supercomputer","score":0.875211238861084},{"id":"https://openalex.org/keywords/petascale-computing","display_name":"Petascale computing","score":0.7666618227958679},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7280643582344055},{"id":"https://openalex.org/keywords/national-laboratory","display_name":"National laboratory","score":0.6128209829330444},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.5432511568069458},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.49712780117988586},{"id":"https://openalex.org/keywords/mainstream","display_name":"Mainstream","score":0.48203814029693604},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.44028759002685547},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.417725145816803},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3549501895904541},{"id":"https://openalex.org/keywords/engineering-physics","display_name":"Engineering physics","score":0.11919313669204712},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1182381808757782}],"concepts":[{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.875211238861084},{"id":"https://openalex.org/C185410017","wikidata":"https://www.wikidata.org/wiki/Q7171778","display_name":"Petascale computing","level":3,"score":0.7666618227958679},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7280643582344055},{"id":"https://openalex.org/C2991948145","wikidata":"https://www.wikidata.org/wiki/Q16801175","display_name":"National laboratory","level":2,"score":0.6128209829330444},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.5432511568069458},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.49712780117988586},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.48203814029693604},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.44028759002685547},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.417725145816803},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3549501895904541},{"id":"https://openalex.org/C61696701","wikidata":"https://www.wikidata.org/wiki/Q770766","display_name":"Engineering physics","level":1,"score":0.11919313669204712},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1182381808757782},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3415958.3433042","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3415958.3433042","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 12th International Conference on Management of Digital EcoSystems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7400000095367432,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2038337218","https://openalex.org/W2147083032","https://openalex.org/W2963251898","https://openalex.org/W3017722156"],"related_works":["https://openalex.org/W2021702679","https://openalex.org/W3038449658","https://openalex.org/W1582746211","https://openalex.org/W3129378740","https://openalex.org/W2607572736","https://openalex.org/W2266027327","https://openalex.org/W2278366184","https://openalex.org/W1486544172","https://openalex.org/W4206324154","https://openalex.org/W1978931242"],"abstract_inverted_index":{"As":[0],"the":[1,12,26,35,52,70,91,125,137],"mainstream":[2],"computing":[3,59],"technology":[4],"is":[5,20],"entering":[6],"into":[7],"a":[8,22,131],"post":[9],"petascale":[10],"era,":[11],"number":[13],"and":[14,37,57,134],"complexity":[15],"of":[16,73,94,116,127],"their":[17],"computational":[18],"components":[19,32],"on":[21,47,121],"sharp":[23],"increase.":[24],"With":[25],"increased":[27],"pressure":[28],"to":[29,50,89,123,135,147],"pack":[30],"more":[31],"per":[33],"rack,":[34],"power":[36,53,62,71,92,128,141],"system":[38],"densities":[39],"are":[40,45],"growing.":[41],"Recently":[42],"many":[43],"researchers":[44],"focusing":[46],"Power":[48],"Capping":[49],"address":[51],"challenges":[54],"in":[55,143],"current":[56],"future":[58,145],"systems.":[60],"The":[61],"capping":[63,142],"can":[64],"be":[65,148],"achieved":[66],"by":[67,130],"proactively":[68],"estimating":[69],"consumption":[72,93],"High":[74],"Performance":[75],"Computing":[76,103],"(HPC)":[77],"Jobs.":[78],"In":[79],"this":[80],"study,":[81],"we":[82],"present":[83],"our":[84,111],"proposed":[85],"machine":[86],"learning":[87],"framework":[88,112],"predict":[90,124],"Lawrence":[95],"Berkeley":[96],"National":[97,100],"Laboratory":[98],"(LBNL)":[99],"Energy":[101],"Scientific":[102],"Center":[104],"(NERSC)":[105],"Cori":[106,122],"supercomputer":[107],"workloads.":[108],"We":[109],"evaluate":[110],"using":[113],"historical":[114],"data":[115],"real":[117],"production":[118],"jobs":[119],"executed":[120],"amount":[126],"required":[129],"given":[132],"job":[133],"apply":[136],"predictions":[138],"for":[139],"enabling":[140],"power-limited":[144],"systems":[146],"commissioned":[149],"at":[150],"LBNL":[151],"or":[152],"other":[153],"installation":[154],"sites.":[155]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
