{"id":"https://openalex.org/W3198348291","doi":"https://doi.org/10.1109/tetc.2021.3106252","title":"Online Remaining Useful Lifetime Prediction Using Support Vector Regression","display_name":"Online Remaining Useful Lifetime Prediction Using Support Vector Regression","publication_year":2021,"publication_date":"2021-08-25","ids":{"openalex":"https://openalex.org/W3198348291","doi":"https://doi.org/10.1109/tetc.2021.3106252","mag":"3198348291"},"language":"en","primary_location":{"id":"doi:10.1109/tetc.2021.3106252","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetc.2021.3106252","pdf_url":null,"source":{"id":"https://openalex.org/S2496326734","display_name":"IEEE Transactions on Emerging Topics in Computing","issn_l":"2168-6750","issn":["2168-6750","2376-4562"],"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 Emerging Topics in Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11568/1114066","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112684048","display_name":"Antonio Leonel Hernandez Martinez","orcid":null},"institutions":[{"id":"https://openalex.org/I146655781","display_name":"University of Liverpool","ror":"https://ror.org/04xs57h96","country_code":"GB","type":"education","lineage":["https://openalex.org/I146655781"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Antonio Leonel Hernandez Martinez","raw_affiliation_strings":["Department of Electrical Engineering &amp; Electronics, University of Liverpool, Liverpool, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering &amp; Electronics, University of Liverpool, Liverpool, U.K","institution_ids":["https://openalex.org/I146655781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107854382","display_name":"Saqib Khursheed","orcid":"https://orcid.org/0000-0002-5720-0607"},"institutions":[{"id":"https://openalex.org/I146655781","display_name":"University of Liverpool","ror":"https://ror.org/04xs57h96","country_code":"GB","type":"education","lineage":["https://openalex.org/I146655781"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Saqib Khursheed","raw_affiliation_strings":["Department of Electrical Engineering &amp; Electronics, University of Liverpool, Liverpool, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering &amp; Electronics, University of Liverpool, Liverpool, U.K","institution_ids":["https://openalex.org/I146655781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049131149","display_name":"Turki Alnuayri","orcid":"https://orcid.org/0000-0002-6884-4053"},"institutions":[{"id":"https://openalex.org/I146655781","display_name":"University of Liverpool","ror":"https://ror.org/04xs57h96","country_code":"GB","type":"education","lineage":["https://openalex.org/I146655781"]},{"id":"https://openalex.org/I23075662","display_name":"Taibah University","ror":"https://ror.org/01xv1nn60","country_code":"SA","type":"education","lineage":["https://openalex.org/I23075662"]}],"countries":["GB","SA"],"is_corresponding":false,"raw_author_name":"Turki Alnuayri","raw_affiliation_strings":["Department of Electrical Engineering &amp; Electronics, University of Liverpool, Liverpool, U.K","Taibah University, Medina, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering &amp; Electronics, University of Liverpool, Liverpool, U.K","institution_ids":["https://openalex.org/I146655781"]},{"raw_affiliation_string":"Taibah University, Medina, Saudi Arabia","institution_ids":["https://openalex.org/I23075662"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076546330","display_name":"Daniele Rossi","orcid":"https://orcid.org/0000-0002-9487-378X"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele Rossi","raw_affiliation_strings":["Department of Information Engineering, University of Pisa, Pisa, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Pisa, Pisa, Italy","institution_ids":["https://openalex.org/I108290504"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5112684048"],"corresponding_institution_ids":["https://openalex.org/I146655781"],"apc_list":null,"apc_paid":null,"fwci":1.012,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.75912988,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"10","issue":"3","first_page":"1546","last_page":"1557"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10472","display_name":"Semiconductor materials and devices","score":0.9998999834060669,"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":0.9998999834060669,"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/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9997000098228455,"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/T11032","display_name":"VLSI and Analog Circuit Testing","score":0.9973000288009644,"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/support-vector-machine","display_name":"Support vector machine","score":0.7094559073448181},{"id":"https://openalex.org/keywords/ring-oscillator","display_name":"Ring oscillator","score":0.67090904712677},{"id":"https://openalex.org/keywords/cadence","display_name":"Cadence","score":0.6691879034042358},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6393627524375916},{"id":"https://openalex.org/keywords/degradation","display_name":"Degradation (telecommunications)","score":0.5547029972076416},{"id":"https://openalex.org/keywords/standard-deviation","display_name":"Standard deviation","score":0.5505877733230591},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5438992381095886},{"id":"https://openalex.org/keywords/cmos","display_name":"CMOS","score":0.5346984267234802},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.5287662744522095},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.526623547077179},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4389878809452057},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.42161762714385986},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3213474750518799},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2969554364681244},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.23219725489616394},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21973967552185059},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.21319076418876648},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1844668984413147},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1824546754360199},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1767638623714447},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.15477308630943298},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.14851388335227966}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7094559073448181},{"id":"https://openalex.org/C104111718","wikidata":"https://www.wikidata.org/wiki/Q2153973","display_name":"Ring oscillator","level":3,"score":0.67090904712677},{"id":"https://openalex.org/C2777125575","wikidata":"https://www.wikidata.org/wiki/Q14088448","display_name":"Cadence","level":2,"score":0.6691879034042358},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6393627524375916},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.5547029972076416},{"id":"https://openalex.org/C22679943","wikidata":"https://www.wikidata.org/wiki/Q159375","display_name":"Standard deviation","level":2,"score":0.5505877733230591},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5438992381095886},{"id":"https://openalex.org/C46362747","wikidata":"https://www.wikidata.org/wiki/Q173431","display_name":"CMOS","level":2,"score":0.5346984267234802},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.5287662744522095},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.526623547077179},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4389878809452057},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.42161762714385986},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3213474750518799},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2969554364681244},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.23219725489616394},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21973967552185059},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.21319076418876648},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1844668984413147},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1824546754360199},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1767638623714447},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15477308630943298},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.14851388335227966},{"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/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tetc.2021.3106252","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetc.2021.3106252","pdf_url":null,"source":{"id":"https://openalex.org/S2496326734","display_name":"IEEE Transactions on Emerging Topics in Computing","issn_l":"2168-6750","issn":["2168-6750","2376-4562"],"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 Emerging Topics in Computing","raw_type":"journal-article"},{"id":"pmh:oai:arpi.unipi.it:11568/1114066","is_oa":true,"landing_page_url":"https://hdl.handle.net/11568/1114066","pdf_url":null,"source":{"id":"https://openalex.org/S4377196265","display_name":"CINECA IRIS Institutial research information system (University of Pisa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I108290504","host_organization_name":"University of Pisa","host_organization_lineage":["https://openalex.org/I108290504"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:arpi.unipi.it:11568/1114066","is_oa":true,"landing_page_url":"https://hdl.handle.net/11568/1114066","pdf_url":null,"source":{"id":"https://openalex.org/S4377196265","display_name":"CINECA IRIS Institutial research information system (University of Pisa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I108290504","host_organization_name":"University of Pisa","host_organization_lineage":["https://openalex.org/I108290504"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.4099999964237213,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324499","display_name":"Universit\u00e0 di Pisa","ror":"https://ror.org/03ad39j10"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W234137835","https://openalex.org/W835758968","https://openalex.org/W1492190004","https://openalex.org/W1607807570","https://openalex.org/W1768257245","https://openalex.org/W1964357740","https://openalex.org/W1973236629","https://openalex.org/W1984066959","https://openalex.org/W1986475795","https://openalex.org/W1995026644","https://openalex.org/W2001152175","https://openalex.org/W2007280892","https://openalex.org/W2042230250","https://openalex.org/W2055873761","https://openalex.org/W2075710638","https://openalex.org/W2077419807","https://openalex.org/W2113728962","https://openalex.org/W2120518773","https://openalex.org/W2139286506","https://openalex.org/W2148071590","https://openalex.org/W2166901304","https://openalex.org/W2171360905","https://openalex.org/W2343296407","https://openalex.org/W2344193394","https://openalex.org/W2494590072","https://openalex.org/W2557849386","https://openalex.org/W2568426016","https://openalex.org/W2568787624","https://openalex.org/W2749949798","https://openalex.org/W2752776539","https://openalex.org/W2810695183","https://openalex.org/W2885160156","https://openalex.org/W2896854729","https://openalex.org/W2969597218","https://openalex.org/W2977298796","https://openalex.org/W2984347546","https://openalex.org/W3041426530","https://openalex.org/W3048228499","https://openalex.org/W3123508378","https://openalex.org/W4234056771","https://openalex.org/W4240463847","https://openalex.org/W6678788826","https://openalex.org/W6747381837"],"related_works":["https://openalex.org/W4289538008","https://openalex.org/W3186427148","https://openalex.org/W2138282914","https://openalex.org/W2121982427","https://openalex.org/W2909296819","https://openalex.org/W2023668401","https://openalex.org/W2096016192","https://openalex.org/W2112520364","https://openalex.org/W2003183089","https://openalex.org/W1853015344"],"abstract_inverted_index":{"An":[0],"accurate":[1,89],"prediction":[2,131,186],"of":[3,80,87,108,133,155,184],"remaining":[4,138,189],"useful":[5],"lifetime":[6],"(RUL)":[7],"in":[8,22,113],"high":[9],"reliability":[10],"and":[11,60,65,99,111,120,136,141,157,164,188],"safety":[12],"electronic":[13],"systems":[14],"is":[15,69,85],"required":[16],"due":[17],"to":[18,117,151],"its":[19],"wide":[20],"use":[21],"industrial":[23],"applications.":[24],"In":[25],"this":[26],"paper,":[27],"we":[28,51],"propose":[29],"a":[30,57,93,105,129],"novel":[31],"methodology":[32,84],"for":[33,71,191],"online":[34],"RUL":[35,90,130,185],"prediction,":[36],"using":[37],"support":[38],"vector":[39],"regression":[40],"(SVR)":[41],"model.":[42,103],"Through":[43],"Cadence":[44],"simulations":[45],"with":[46,128,146,153],"22nm":[47],"CMOS":[48],"technology":[49],"library,":[50],"demonstrate":[52],"that":[53],"frequency":[54],"degradation":[55],"follows":[56],"trackable":[58],"path":[59],"depends":[61],"on":[62],"temperature,":[63],"voltage":[64,107,147],"aging.":[66],"This":[67],"characteristic":[68],"exploited":[70],"training":[72],"the":[73,137,166],"SVR":[74,101],"model,":[75],"validated":[76],"over":[77],"20":[78],"years":[79,183],"aging":[81],"degradation.":[82],"Our":[83],"capable":[86],"highly":[88],"estimation,":[91],"requiring":[92],"ring":[94],"oscillator":[95],"(RO),":[96],"temperature":[97,114],"sensor":[98],"trained":[100],"software":[102],"Using":[104],"supply":[106],"0.9":[109],"V":[110],"variation":[112,148],"from":[115,149],"0\u00b0C":[116],"100\u00b0C,":[118],"13":[119],"21":[121],"stage":[122],"RO":[123],"show":[124],"90":[125],"percent":[126,170,178],"cases":[127,171,179,190],"deviation":[132,187],"\u00b10.2":[134,173,182],"years,":[135,143,174],"between":[139,172,181,196],"\u00b10.75":[140],"\u00b10.8":[142,197],"respectively.":[144],"Furthermore,":[145],"0.7":[150],"0.9V,":[152],"steps":[154],"0.05V":[156],"four":[158],"representative":[159],"temperatures":[160],"(25,":[161],"50,":[162],"75":[163],"100\u00b0C),":[165],"13-RO":[167],"shows":[168],"52":[169],"21-RO":[175],"has":[176],"80.5":[177],"concentrated":[180],"both":[192],"ROs":[193],"are":[194],"located":[195],"years.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
