{"id":"https://openalex.org/W2038914229","doi":"https://doi.org/10.1109/iceac.2012.6471027","title":"Thermal status and workload prediction using support vector regression","display_name":"Thermal status and workload prediction using support vector regression","publication_year":2012,"publication_date":"2012-12-01","ids":{"openalex":"https://openalex.org/W2038914229","doi":"https://doi.org/10.1109/iceac.2012.6471027","mag":"2038914229"},"language":"en","primary_location":{"id":"doi:10.1109/iceac.2012.6471027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceac.2012.6471027","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Conference on Energy Aware Computing","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/A5051280078","display_name":"Mel Stockman","orcid":null},"institutions":[{"id":"https://openalex.org/I98635879","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21","country_code":"LB","type":"education","lineage":["https://openalex.org/I98635879"]}],"countries":["LB"],"is_corresponding":true,"raw_author_name":"Mel Stockman","raw_affiliation_strings":["Electrical and Computer Engineering Department, American University of Beirut, Beirut, Lebanon","[Electrical and Computer Engineering Department, American University of Beirut, Lebanon]"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, American University of Beirut, Beirut, Lebanon","institution_ids":["https://openalex.org/I98635879"]},{"raw_affiliation_string":"[Electrical and Computer Engineering Department, American University of Beirut, Lebanon]","institution_ids":["https://openalex.org/I98635879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008382926","display_name":"Mariette Awad","orcid":"https://orcid.org/0000-0002-4815-6894"},"institutions":[{"id":"https://openalex.org/I98635879","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21","country_code":"LB","type":"education","lineage":["https://openalex.org/I98635879"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Mariette Awad","raw_affiliation_strings":["Electrical and Computer Engineering Department, American University of Beirut, Beirut, Lebanon","[Electrical and Computer Engineering Department, American University of Beirut, Lebanon]"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, American University of Beirut, Beirut, Lebanon","institution_ids":["https://openalex.org/I98635879"]},{"raw_affiliation_string":"[Electrical and Computer Engineering Department, American University of Beirut, Lebanon]","institution_ids":["https://openalex.org/I98635879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065922595","display_name":"Haitham Akkary","orcid":null},"institutions":[{"id":"https://openalex.org/I98635879","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21","country_code":"LB","type":"education","lineage":["https://openalex.org/I98635879"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Haitham Akkary","raw_affiliation_strings":["Electrical and Computer Engineering Department, American University of Beirut, Beirut, Lebanon","[Electrical and Computer Engineering Department, American University of Beirut, Lebanon]"],"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Department, American University of Beirut, Beirut, Lebanon","institution_ids":["https://openalex.org/I98635879"]},{"raw_affiliation_string":"[Electrical and Computer Engineering Department, American University of Beirut, Lebanon]","institution_ids":["https://openalex.org/I98635879"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038426107","display_name":"Rahul Khanna","orcid":"https://orcid.org/0000-0001-8101-4655"},"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":"Rahul Khanna","raw_affiliation_strings":["Intel Corporation, OR, USA","Intel Corporation,Oregon,USA"],"affiliations":[{"raw_affiliation_string":"Intel Corporation, OR, USA","institution_ids":["https://openalex.org/I1343180700"]},{"raw_affiliation_string":"Intel Corporation,Oregon,USA","institution_ids":["https://openalex.org/I1343180700"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5051280078"],"corresponding_institution_ids":["https://openalex.org/I98635879"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.10210808,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"17","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10472","display_name":"Semiconductor materials and devices","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/T10472","display_name":"Semiconductor materials and devices","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/T10558","display_name":"Advancements in Semiconductor Devices and Circuit Design","score":0.9994999766349792,"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":0.9994000196456909,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.9204289317131042},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7323034405708313},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.689729630947113},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6710401773452759},{"id":"https://openalex.org/keywords/microprocessor","display_name":"Microprocessor","score":0.4867301285266876},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.44246193766593933},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.42614972591400146},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2784194350242615},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.22481060028076172},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1634373962879181},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12550088763237},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.11726811528205872}],"concepts":[{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.9204289317131042},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7323034405708313},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.689729630947113},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6710401773452759},{"id":"https://openalex.org/C2780728072","wikidata":"https://www.wikidata.org/wiki/Q5297","display_name":"Microprocessor","level":2,"score":0.4867301285266876},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.44246193766593933},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.42614972591400146},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2784194350242615},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.22481060028076172},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1634373962879181},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12550088763237},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.11726811528205872},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iceac.2012.6471027","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iceac.2012.6471027","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 International Conference on Energy Aware Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5099999904632568,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320307102","display_name":"Intel Corporation","ror":"https://ror.org/01ek73717"},{"id":"https://openalex.org/F4320336463","display_name":"University Research Board, American University of Beirut","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W740415","https://openalex.org/W1509859618","https://openalex.org/W2030604633","https://openalex.org/W2099314087","https://openalex.org/W2102566970","https://openalex.org/W2105533108","https://openalex.org/W2132269953","https://openalex.org/W2133804388","https://openalex.org/W2142867527","https://openalex.org/W2153635508","https://openalex.org/W2153819496","https://openalex.org/W2156909104","https://openalex.org/W2161381500","https://openalex.org/W3120421331","https://openalex.org/W6630645733"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2378211422","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W39373273","https://openalex.org/W1480123525"],"abstract_inverted_index":{"Because":[0],"knowing":[1],"information":[2],"about":[3],"the":[4,9,13,47,74,94,120,124],"currently":[5,48],"running":[6,49,67],"workload":[7,96],"and":[8,22,112,129],"thermal":[10,42,78],"status":[11,43,79],"of":[12,16,86,101,108,126],"processor":[14,41],"is":[15],"importance":[17],"for":[18,103,119],"more":[19],"adequate":[20],"planning":[21],"allocating":[23],"resources":[24],"in":[25,30,80],"microprocessor":[26],"environments,":[27],"we":[28],"propose":[29],"this":[31],"paper":[32],"using":[33],"support":[34],"vector":[35],"regression":[36],"(SVR)":[37],"to":[38],"predict":[39],"future":[40],"as":[44,46],"well":[45],"workload.":[50],"We":[51],"build":[52],"two":[53,121],"generalized":[54],"SVR":[55],"models":[56,122],"trained":[57],"with":[58,82,97],"data":[59],"from":[60,66],"monitoring":[61],"hardware":[62],"performance":[63],"counters":[64],"collected":[65],"SPEC2006":[68],"benchmarks.":[69],"The":[70,90],"first":[71],"model":[72,92],"predicts":[73,93],"Central":[75],"Processing":[76],"Unit's":[77],"Celsius":[81],"a":[83,98,104],"percentage":[84,99],"error":[85,100],"less":[87],"than":[88],"10%.":[89],"second":[91],"current":[95],"0.08%":[102],"heterogeneous":[105],"training":[106],"set":[107],"6":[109],"different":[110],"integer":[111],"floating":[113],"point":[114],"benchmark":[115],"workloads.":[116],"Cross":[117],"validation":[118],"show":[123],"effectiveness":[125],"our":[127],"approach":[128],"motivate":[130],"follow":[131],"on":[132],"research.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
