{"id":"https://openalex.org/W4308090478","doi":"https://doi.org/10.1109/hpec55821.2022.9926317","title":"Optimal GPU Frequency Selection using Multi-Objective Approaches for HPC Systems","display_name":"Optimal GPU Frequency Selection using Multi-Objective Approaches for HPC Systems","publication_year":2022,"publication_date":"2022-09-19","ids":{"openalex":"https://openalex.org/W4308090478","doi":"https://doi.org/10.1109/hpec55821.2022.9926317"},"language":"en","primary_location":{"id":"doi:10.1109/hpec55821.2022.9926317","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpec55821.2022.9926317","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE High Performance Extreme Computing Conference (HPEC)","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/A5035049481","display_name":"Ghazanfar Ali","orcid":"https://orcid.org/0000-0001-5158-8236"},"institutions":[{"id":"https://openalex.org/I12315562","display_name":"Texas Tech University","ror":"https://ror.org/0405mnx93","country_code":"US","type":"education","lineage":["https://openalex.org/I12315562"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ghazanfar Ali","raw_affiliation_strings":["Texas Tech University,Lubbock,TX","Texas Tech University, Lubbock, TX"],"affiliations":[{"raw_affiliation_string":"Texas Tech University,Lubbock,TX","institution_ids":["https://openalex.org/I12315562"]},{"raw_affiliation_string":"Texas Tech University, Lubbock, TX","institution_ids":["https://openalex.org/I12315562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057716533","display_name":"Sridutt Bhalachandra","orcid":"https://orcid.org/0000-0003-1084-5683"},"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"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sridutt Bhalachandra","raw_affiliation_strings":["Lawrence Berkeley National Laboratory,Berkeley,CA","Lawrence Berkeley National Laboratory, Berkeley, CA"],"affiliations":[{"raw_affiliation_string":"Lawrence Berkeley National Laboratory,Berkeley,CA","institution_ids":["https://openalex.org/I148283060"]},{"raw_affiliation_string":"Lawrence Berkeley National Laboratory, Berkeley, CA","institution_ids":["https://openalex.org/I148283060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070066590","display_name":"Nicholas J. Wright","orcid":"https://orcid.org/0000-0003-1883-6108"},"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"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicholas J. Wright","raw_affiliation_strings":["Lawrence Berkeley National Laboratory,Berkeley,CA","Lawrence Berkeley National Laboratory, Berkeley, CA"],"affiliations":[{"raw_affiliation_string":"Lawrence Berkeley National Laboratory,Berkeley,CA","institution_ids":["https://openalex.org/I148283060"]},{"raw_affiliation_string":"Lawrence Berkeley National Laboratory, Berkeley, CA","institution_ids":["https://openalex.org/I148283060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078558721","display_name":"Mert Side","orcid":"https://orcid.org/0000-0002-0815-4763"},"institutions":[{"id":"https://openalex.org/I12315562","display_name":"Texas Tech University","ror":"https://ror.org/0405mnx93","country_code":"US","type":"education","lineage":["https://openalex.org/I12315562"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mert Side","raw_affiliation_strings":["Texas Tech University,Lubbock,TX","Texas Tech University, Lubbock, TX"],"affiliations":[{"raw_affiliation_string":"Texas Tech University,Lubbock,TX","institution_ids":["https://openalex.org/I12315562"]},{"raw_affiliation_string":"Texas Tech University, Lubbock, TX","institution_ids":["https://openalex.org/I12315562"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077521546","display_name":"Yong Chen","orcid":"https://orcid.org/0000-0002-9961-9051"},"institutions":[{"id":"https://openalex.org/I12315562","display_name":"Texas Tech University","ror":"https://ror.org/0405mnx93","country_code":"US","type":"education","lineage":["https://openalex.org/I12315562"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yong Chen","raw_affiliation_strings":["Texas Tech University,Lubbock,TX","Texas Tech University, Lubbock, TX"],"affiliations":[{"raw_affiliation_string":"Texas Tech University,Lubbock,TX","institution_ids":["https://openalex.org/I12315562"]},{"raw_affiliation_string":"Texas Tech University, Lubbock, TX","institution_ids":["https://openalex.org/I12315562"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5035049481"],"corresponding_institution_ids":["https://openalex.org/I12315562"],"apc_list":null,"apc_paid":null,"fwci":1.8155,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.84645449,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9959999918937683,"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"}},"topics":[{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9959999918937683,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9905999898910522,"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/T12238","display_name":"Green IT and Sustainability","score":0.9884999990463257,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/frequency-scaling","display_name":"Frequency scaling","score":0.8602396249771118},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8194335103034973},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7031005024909973},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5993841290473938},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5442892909049988},{"id":"https://openalex.org/keywords/power-management","display_name":"Power management","score":0.5238775610923767},{"id":"https://openalex.org/keywords/supercomputer","display_name":"Supercomputer","score":0.5151327848434448},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.48723092675209045},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.46851253509521484},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4434043765068054},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.41152283549308777},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.38447263836860657},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10010722279548645},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.08325377106666565}],"concepts":[{"id":"https://openalex.org/C157742956","wikidata":"https://www.wikidata.org/wiki/Q3237776","display_name":"Frequency scaling","level":3,"score":0.8602396249771118},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8194335103034973},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7031005024909973},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5993841290473938},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5442892909049988},{"id":"https://openalex.org/C2778774385","wikidata":"https://www.wikidata.org/wiki/Q4437810","display_name":"Power management","level":3,"score":0.5238775610923767},{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.5151327848434448},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.48723092675209045},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.46851253509521484},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4434043765068054},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.41152283549308777},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.38447263836860657},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10010722279548645},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08325377106666565},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/hpec55821.2022.9926317","is_oa":false,"landing_page_url":"https://doi.org/10.1109/hpec55821.2022.9926317","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE High Performance Extreme Computing Conference (HPEC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.9100000262260437,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G6119784613","display_name":null,"funder_award_id":"CNS-1817094,OAC-1835892,CNS-1939140","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1967088250","https://openalex.org/W2144034023","https://openalex.org/W2167717279","https://openalex.org/W4245552802","https://openalex.org/W2135721350","https://openalex.org/W2036903086","https://openalex.org/W4287778142","https://openalex.org/W3025960525","https://openalex.org/W4238485050","https://openalex.org/W2134782496"],"abstract_inverted_index":{"Power":[0],"consumption":[1,139],"poses":[2],"a":[3,41,53,60,98,134],"significant":[4],"challenge":[5],"in":[6,147],"current":[7],"and":[8,37,84,94,105,122,164,175,184,190],"emerging":[9],"GPU-enabled":[10],"high-performance":[11],"computing":[12],"(HPC)":[13],"systems.":[14],"In":[15,79],"modern":[16],"GPUs,":[17],"controls":[18],"like":[19],"dynamic":[20],"voltage":[21],"frequency":[22,45,50,208],"scaling":[23],"(DVFS),":[24],"among":[25],"others,":[26],"exist":[27],"to":[28,33,75,126,173],"regulate":[29],"power":[30,61,69,93,104,138,163],"consumption.":[31,78],"Due":[32],"varying":[34],"computational":[35],"intensities":[36],"the":[38,48,64,92,112,180,198,206],"availability":[39],"of":[40,44,67,97,171],"wide":[42],"range":[43],"settings,":[46],"selecting":[47],"optimal":[49,129],"configuration":[51,132],"for":[52,103,133],"given":[54,99],"GPU":[55,86,130],"workload":[56,135],"is":[57,140],"non-trivial.":[58],"Applying":[59],"control":[62],"with":[63,142],"single":[65],"objective":[66],"reducing":[68],"may":[70],"cause":[71],"performance":[72,165,195],"degradation,":[73],"leading":[74],"more":[76],"energy":[77,186],"this":[80],"study,":[81],"we":[82],"characterize":[83],"identify":[85],"utilization":[87],"metrics":[88],"that":[89,137],"influence":[90],"both":[91],"execution":[95,106],"time":[96,107],"workload.":[100],"Analytical":[101],"models":[102,167,200],"are":[108,124],"then":[109],"proposed":[110,162,199],"using":[111,153,188],"charac-terized":[113],"feature":[114],"set.":[115],"Multi-objective":[116],"functions":[117],"(i.e.,":[118],"energy-delay":[119],"product":[120],"(EDP)":[121],"ED2p)":[123],"used":[125],"select":[127],"an":[128],"DVFS":[131,213],"such":[136],"reduced":[141],"no":[143],"or":[144],"negligible":[145],"degradation":[146],"performance.":[148],"The":[149,161],"evaluation":[150],"was":[151],"conducted":[152],"SPEC":[154],"ACCEL":[155],"benchmarks":[156,181],"on":[157],"NVIDIA":[158],"GV100":[159],"GPU.":[160],"analytical":[166],"demonstrated":[168],"prediction":[169],"accuracies":[170],"up":[172],"99.2%":[174],"98.8%,":[176],"respectively.":[177],"On":[178],"average,":[179],"showed":[182],"28.6%":[183],"25.2%":[185],"savings":[187],"EDP":[189],"ED2p":[191],"approaches,":[192],"respectively,":[193],"without":[194],"degradation.":[196],"Fur-thermore,":[197],"require":[201],"metric":[202],"collection":[203],"at":[204],"only":[205],"maximum":[207],"rather":[209],"than":[210],"all":[211],"supported":[212],"configurations.":[214]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
