{"id":"https://openalex.org/W2803142888","doi":"https://doi.org/10.1109/tc.2018.2840710","title":"An Online Learning Methodology for Performance Modeling of Graphics Processors","display_name":"An Online Learning Methodology for Performance Modeling of Graphics Processors","publication_year":2018,"publication_date":"2018-05-25","ids":{"openalex":"https://openalex.org/W2803142888","doi":"https://doi.org/10.1109/tc.2018.2840710","mag":"2803142888"},"language":"en","primary_location":{"id":"doi:10.1109/tc.2018.2840710","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2018.2840710","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","0016-9340","1557-9956","2326-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2003.11740","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001639634","display_name":"Ujjwal Gupta","orcid":"https://orcid.org/0000-0002-6973-1720"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ujjwal Gupta","raw_affiliation_strings":["School of Electrical, Computer, and Energy Engineering, Arizona State University, Tempe, AZ"],"raw_orcid":"https://orcid.org/0000-0002-6973-1720","affiliations":[{"raw_affiliation_string":"School of Electrical, Computer, and Energy Engineering, Arizona State University, Tempe, AZ","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101605341","display_name":"Manoj Babu","orcid":"https://orcid.org/0000-0003-4319-0193"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Manoj Babu","raw_affiliation_strings":["School of Electrical, Computer, and Energy Engineering, Arizona State University, Tempe, AZ"],"raw_orcid":"https://orcid.org/0000-0003-4319-0193","affiliations":[{"raw_affiliation_string":"School of Electrical, Computer, and Energy Engineering, Arizona State University, Tempe, AZ","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078114699","display_name":"Raid Ayoub","orcid":"https://orcid.org/0000-0002-1175-2983"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raid Ayoub","raw_affiliation_strings":["Intel Corporation, Santa Clara, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intel Corporation, Santa Clara, CA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007256099","display_name":"Michael Kishinevsky","orcid":"https://orcid.org/0000-0002-5593-9694"},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Kishinevsky","raw_affiliation_strings":["Intel Corporation, Santa Clara, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intel Corporation, Santa Clara, CA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010034275","display_name":"Francesco Paterna","orcid":null},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Francesco Paterna","raw_affiliation_strings":["Intel Corporation, Santa Clara, CA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intel Corporation, Santa Clara, CA","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052240751","display_name":"Suat G\u00fcm\u00fc\u015fsoy","orcid":"https://orcid.org/0000-0003-2064-3196"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Suat Gumussoy","raw_affiliation_strings":["School of Electrical, Computer, and Energy Engineering, Arizona State University, Tempe, AZ"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical, Computer, and Energy Engineering, Arizona State University, Tempe, AZ","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084255924","display_name":"\u00dcmit Y. Ogras","orcid":"https://orcid.org/0000-0002-5045-5535"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Umit Y. Ogras","raw_affiliation_strings":["School of Electrical, Computer, and Energy Engineering, Arizona State University, Tempe, AZ"],"raw_orcid":"https://orcid.org/0000-0002-5045-5535","affiliations":[{"raw_affiliation_string":"School of Electrical, Computer, and Energy Engineering, Arizona State University, Tempe, AZ","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.01,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.77263524,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"67","issue":"12","first_page":"1677","last_page":"1691"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T12238","display_name":"Green IT and Sustainability","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9986000061035156,"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/T11478","display_name":"Caching and Content Delivery","score":0.9929999709129333,"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/computer-science","display_name":"Computer science","score":0.8491009473800659},{"id":"https://openalex.org/keywords/frame-rate","display_name":"Frame rate","score":0.722832202911377},{"id":"https://openalex.org/keywords/graphics","display_name":"Graphics","score":0.7187072038650513},{"id":"https://openalex.org/keywords/graphics-processing-unit","display_name":"Graphics processing unit","score":0.6833903789520264},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.6266798973083496},{"id":"https://openalex.org/keywords/general-purpose-computing-on-graphics-processing-units","display_name":"General-purpose computing on graphics processing units","score":0.5693672895431519},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.5550113320350647},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics","score":0.46641290187835693},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.44906938076019287},{"id":"https://openalex.org/keywords/real-time-computer-graphics","display_name":"Real-time computer graphics","score":0.4391835331916809},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.42244717478752136},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.24547076225280762},{"id":"https://openalex.org/keywords/3d-computer-graphics","display_name":"3D computer graphics","score":0.24080336093902588},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23486152291297913},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.22594106197357178}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8491009473800659},{"id":"https://openalex.org/C3261483","wikidata":"https://www.wikidata.org/wiki/Q119565","display_name":"Frame rate","level":2,"score":0.722832202911377},{"id":"https://openalex.org/C21442007","wikidata":"https://www.wikidata.org/wiki/Q1027879","display_name":"Graphics","level":2,"score":0.7187072038650513},{"id":"https://openalex.org/C2779851693","wikidata":"https://www.wikidata.org/wiki/Q183484","display_name":"Graphics processing unit","level":2,"score":0.6833903789520264},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.6266798973083496},{"id":"https://openalex.org/C50630238","wikidata":"https://www.wikidata.org/wiki/Q971505","display_name":"General-purpose computing on graphics processing units","level":3,"score":0.5693672895431519},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5550113320350647},{"id":"https://openalex.org/C77660652","wikidata":"https://www.wikidata.org/wiki/Q150971","display_name":"Computer graphics","level":2,"score":0.46641290187835693},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.44906938076019287},{"id":"https://openalex.org/C537207887","wikidata":"https://www.wikidata.org/wiki/Q2816483","display_name":"Real-time computer graphics","level":4,"score":0.4391835331916809},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.42244717478752136},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.24547076225280762},{"id":"https://openalex.org/C66629338","wikidata":"https://www.wikidata.org/wiki/Q189177","display_name":"3D computer graphics","level":3,"score":0.24080336093902588},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23486152291297913},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.22594106197357178},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"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/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tc.2018.2840710","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2018.2840710","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","0016-9340","1557-9956","2326-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2003.11740","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2003.11740","pdf_url":"https://arxiv.org/pdf/2003.11740","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2003.11740","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2003.11740","pdf_url":"https://arxiv.org/pdf/2003.11740","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.8199999928474426,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W638800637","https://openalex.org/W955516528","https://openalex.org/W1480376833","https://openalex.org/W1507322379","https://openalex.org/W1547069917","https://openalex.org/W1966660530","https://openalex.org/W1978969737","https://openalex.org/W1979022228","https://openalex.org/W2035972500","https://openalex.org/W2047028564","https://openalex.org/W2059241147","https://openalex.org/W2060884995","https://openalex.org/W2066124661","https://openalex.org/W2066179408","https://openalex.org/W2077601764","https://openalex.org/W2079108425","https://openalex.org/W2110100243","https://openalex.org/W2111616126","https://openalex.org/W2124275906","https://openalex.org/W2135856216","https://openalex.org/W2136244995","https://openalex.org/W2150053932","https://openalex.org/W2153048208","https://openalex.org/W2154065622","https://openalex.org/W2321679546","https://openalex.org/W2329908127","https://openalex.org/W2507494477","https://openalex.org/W2532279925","https://openalex.org/W2565656516","https://openalex.org/W2596017129","https://openalex.org/W2759387091","https://openalex.org/W2770270442","https://openalex.org/W2770465907","https://openalex.org/W3147645712","https://openalex.org/W4232402592","https://openalex.org/W4234698323","https://openalex.org/W4243330440","https://openalex.org/W4247589477","https://openalex.org/W4247802564","https://openalex.org/W4248732508","https://openalex.org/W4255455317","https://openalex.org/W6645015390","https://openalex.org/W6682312486","https://openalex.org/W6730904969"],"related_works":["https://openalex.org/W2151046618","https://openalex.org/W1972148443","https://openalex.org/W1969233021","https://openalex.org/W2167646277","https://openalex.org/W2063573318","https://openalex.org/W2388314963","https://openalex.org/W3158047141","https://openalex.org/W1656096860","https://openalex.org/W2758085697","https://openalex.org/W2032944314"],"abstract_inverted_index":{"Approximately":[0],"18":[1],"percent":[2],"of":[3,32,68,75,113,139],"the":[4,33,56,60,65,69,73,109,127,132,136,140,146,171],"3.2":[5],"million":[6],"smartphone":[7],"applications":[8],"rely":[9,154],"on":[10,43,78,155,162],"integrated":[11],"graphics":[12,114],"processing":[13,111],"units":[14],"(GPUs)":[15],"to":[16,54,59,63,95,125,131,145],"achieve":[17],"competitive":[18],"performance.":[19],"Graphics":[20],"performance,":[21],"typically":[22],"measured":[23],"in":[24,37,176],"frames":[25],"per":[26],"second,":[27],"is":[28,85],"a":[29,40,86,101],"strong":[30],"function":[31],"GPU":[34,70,76,133,147,167],"frequency,":[35,134],"which":[36],"turn":[38],"has":[39],"significant":[41],"impact":[42,74],"mobile":[44],"processor":[45],"power":[46,50],"consumption.":[47],"Consequently,":[48],"dynamic":[49],"management":[51],"algorithms":[52],"have":[53],"assess":[55],"performance":[57,79,90,105],"sensitivity":[58,130,182],"frequency":[61,67,77],"accurately":[62],"choose":[64],"operating":[66],"effectively.":[71],"Since":[72],"varies":[80],"rapidly":[81],"over":[82],"time,":[83],"there":[84],"need":[87],"for":[88],"online":[89],"models":[91],"that":[92,107,170],"can":[93],"adapt":[94],"varying":[96],"workloads.":[97],"This":[98],"paper":[99],"presents":[100],"light-weight":[102],"adaptive":[103],"runtime":[104,117],"model":[106,124,151],"predicts":[108],"frame":[110,128,141,177,180],"time":[112,129,142,178,181],"workloads":[115],"at":[116],"without":[118],"apriori":[119],"characterization.":[120],"We":[121],"employ":[122],"this":[123],"estimate":[126],"i.e.,":[135],"partial":[137],"derivative":[138],"with":[143,165],"respect":[144],"frequency.":[148],"The":[149],"proposed":[150],"does":[152],"not":[153],"any":[156],"parameter":[157],"learned":[158],"offline.":[159],"Our":[160],"experiments":[161],"commercial":[163],"platforms":[164],"common":[166],"benchmarks":[168],"show":[169],"mean":[172],"absolute":[173],"percentage":[174],"error":[175],"and":[179,186],"prediction":[183],"are":[184],"4.2":[185],"6.7":[187],"percent,":[188],"respectively.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
