{"id":"https://openalex.org/W4297337473","doi":"https://doi.org/10.1109/iolts56730.2022.9897823","title":"Effective fault simulation of GPU\u2019s permanent faults for reliability estimation of CNNs","display_name":"Effective fault simulation of GPU\u2019s permanent faults for reliability estimation of CNNs","publication_year":2022,"publication_date":"2022-09-12","ids":{"openalex":"https://openalex.org/W4297337473","doi":"https://doi.org/10.1109/iolts56730.2022.9897823"},"language":"en","primary_location":{"id":"doi:10.1109/iolts56730.2022.9897823","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iolts56730.2022.9897823","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 28th International Symposium on On-Line Testing and Robust System Design (IOLTS)","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/A5046650816","display_name":"Juan-David Guerrero-Balaguera","orcid":"https://orcid.org/0000-0001-6852-2372"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Juan-David Guerrero-Balaguera","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering (DAUIN)","Department of Control and Computer Engineering (DAUIN), Politecnico di Torino"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering (DAUIN)","institution_ids":["https://openalex.org/I177477856"]},{"raw_affiliation_string":"Department of Control and Computer Engineering (DAUIN), Politecnico di Torino","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006252702","display_name":"Robert Limas Sierra","orcid":"https://orcid.org/0000-0001-5206-3757"},"institutions":[{"id":"https://openalex.org/I222202552","display_name":"Pedagogical and Technological University of Colombia","ror":"https://ror.org/04vdmbk59","country_code":"CO","type":"education","lineage":["https://openalex.org/I222202552"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Robert Limas Sierra","raw_affiliation_strings":["Universidad Pedagogica y Tecnologica de Colombia (UPTC),Electronic Engineering School","Electronic Engineering School, Universidad Pedagogica y Tecnologica de Colombia (UPTC)"],"affiliations":[{"raw_affiliation_string":"Universidad Pedagogica y Tecnologica de Colombia (UPTC),Electronic Engineering School","institution_ids":["https://openalex.org/I222202552"]},{"raw_affiliation_string":"Electronic Engineering School, Universidad Pedagogica y Tecnologica de Colombia (UPTC)","institution_ids":["https://openalex.org/I222202552"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058555274","display_name":"M. Sonza Reorda","orcid":"https://orcid.org/0000-0003-2899-7669"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Sonza Reorda","raw_affiliation_strings":["Politecnico di Torino,Department of Control and Computer Engineering (DAUIN)","Department of Control and Computer Engineering (DAUIN), Politecnico di Torino"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Department of Control and Computer Engineering (DAUIN)","institution_ids":["https://openalex.org/I177477856"]},{"raw_affiliation_string":"Department of Control and Computer Engineering (DAUIN), Politecnico di Torino","institution_ids":["https://openalex.org/I177477856"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5046650816"],"corresponding_institution_ids":["https://openalex.org/I177477856"],"apc_list":null,"apc_paid":null,"fwci":0.2744,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.53045606,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11005","display_name":"Radiation Effects in Electronics","score":0.9986000061035156,"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/T11005","display_name":"Radiation Effects in Electronics","score":0.9986000061035156,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10472","display_name":"Semiconductor materials and devices","score":0.9801999926567078,"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/computer-science","display_name":"Computer science","score":0.8102765083312988},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8069308996200562},{"id":"https://openalex.org/keywords/fault-injection","display_name":"Fault injection","score":0.7273187041282654},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.6742706298828125},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.635191023349762},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5690501928329468},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.4642646312713623},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4446900486946106},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.4434836804866791},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4373130202293396},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.41337424516677856},{"id":"https://openalex.org/keywords/fault-coverage","display_name":"Fault coverage","score":0.4118242561817169},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3679043650627136},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3638601303100586},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33699172735214233},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1486421525478363},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0957716703414917}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8102765083312988},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8069308996200562},{"id":"https://openalex.org/C2775928411","wikidata":"https://www.wikidata.org/wiki/Q2041312","display_name":"Fault injection","level":3,"score":0.7273187041282654},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.6742706298828125},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.635191023349762},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5690501928329468},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.4642646312713623},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4446900486946106},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.4434836804866791},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4373130202293396},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.41337424516677856},{"id":"https://openalex.org/C126953365","wikidata":"https://www.wikidata.org/wiki/Q5438152","display_name":"Fault coverage","level":3,"score":0.4118242561817169},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3679043650627136},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3638601303100586},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33699172735214233},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1486421525478363},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0957716703414917},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C134146338","wikidata":"https://www.wikidata.org/wiki/Q1815901","display_name":"Electronic circuit","level":2,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"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/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},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iolts56730.2022.9897823","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iolts56730.2022.9897823","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 28th International Symposium on On-Line Testing and Robust System Design (IOLTS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2008492897","https://openalex.org/W2798273231","https://openalex.org/W2901848761","https://openalex.org/W2909608027","https://openalex.org/W2939339014","https://openalex.org/W2948811271","https://openalex.org/W2979340153","https://openalex.org/W3002446690","https://openalex.org/W3023609977","https://openalex.org/W3106174138","https://openalex.org/W3119922080","https://openalex.org/W3160537445","https://openalex.org/W3181500144","https://openalex.org/W3187552919","https://openalex.org/W3194300811","https://openalex.org/W4283689961","https://openalex.org/W4287882780","https://openalex.org/W6763559720"],"related_works":["https://openalex.org/W2130922779","https://openalex.org/W2082366402","https://openalex.org/W2120242933","https://openalex.org/W1657300322","https://openalex.org/W2055295790","https://openalex.org/W2083209667","https://openalex.org/W2185394135","https://openalex.org/W3155997325","https://openalex.org/W2743480384","https://openalex.org/W2742111403"],"abstract_inverted_index":{"Convolutional":[0],"Neural":[1],"Networks":[2],"(CNNs)":[3],"and":[4,96],"Graphic":[5],"Processing":[6],"Units":[7],"(GPUs)":[8],"are":[9,176,189],"now":[10],"increasingly":[11],"adopted":[12],"in":[13,48,57,104],"many":[14],"cutting":[15],"edge":[16],"safety-critical":[17],"applications.":[18],"Consequently,":[19],"it":[20,97],"is":[21,117],"crucial":[22],"to":[23,81,150],"evaluate":[24],"the":[25,31,43,49,58,63,66,69,88,101,105,114,124,136,143,159,165,172,181,186],"reliability":[26,144],"of":[27,42,68,71,113,123,135,138,145,164],"these":[28],"systems,":[29],"since":[30],"hardware":[32,160],"can":[33],"be":[34],"affected":[35],"by":[36,79,148],"several":[37],"phenomena":[38],"(e.g.,":[39,85],"wear":[40],"out":[41],"device),":[44],"producing":[45],"permanent":[46,72,140],"defects":[47,52],"GPU.":[50],"These":[51],"may":[53,61,98],"induce":[54],"wrong":[55],"outcomes":[56],"CNN":[59,147],"that":[60,185],"endanger":[62],"application.":[64],"Traditionally,":[65],"study":[67],"effects":[70,116],"faults":[73,141,157],"on":[74,87,142,171],"CNNs":[75],"has":[76,93],"been":[77],"approached":[78],"resorting":[80,149],"application-level":[82],"fault":[83,115,166],"injection":[84],"acting":[86],"weights).":[89],"However,":[90],"this":[91],"approach":[92],"restricted":[94],"scope,":[95],"not":[99],"reveal":[100],"actual":[102],"vulnerabilities":[103],"GPU":[106,173],"device.":[107],"Hence,":[108],"a":[109,130,146,151],"more":[110,120,131],"accurate":[111],"evaluation":[112,134],"required,":[118],"considering":[119,156],"in-depth":[121],"details":[122],"device\u2019s":[125],"hardware.":[126],"This":[127],"work":[128],"introduces":[129],"elaborated":[132],"experimental":[133],"impact":[137],"GPU\u2019s":[139],"Software-Implemented":[152],"Fault":[153],"Injection(SWIFI)":[154],"strategy,":[155],"at":[158,180],"level.":[161],"The":[162],"results":[163],"simulation":[167],"campaigns":[168],"we":[169],"performed":[170],"data-path":[174],"cores":[175],"compared":[177],"with":[178],"those":[179],"application":[182],"level,":[183],"proving":[184],"latter":[187],"ones":[188],"generally":[190],"optimistic.":[191]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
