{"id":"https://openalex.org/W4400034086","doi":"https://doi.org/10.1109/ets61313.2024.10567884","title":"Analyzing the Structural and Operational Impact of Faults in Floating-Point and Posit Arithmetic Cores for CNN Operations","display_name":"Analyzing the Structural and Operational Impact of Faults in Floating-Point and Posit Arithmetic Cores for CNN Operations","publication_year":2024,"publication_date":"2024-05-20","ids":{"openalex":"https://openalex.org/W4400034086","doi":"https://doi.org/10.1109/ets61313.2024.10567884"},"language":"en","primary_location":{"id":"doi:10.1109/ets61313.2024.10567884","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ets61313.2024.10567884","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE European Test Symposium (ETS)","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/A5107558399","display_name":"Josie E. Rodriguez Condia","orcid":"https://orcid.org/0000-0001-5957-5624"},"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":"Josie E. Rodriguez Condia","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/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":false,"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/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":"Robert Limas Sierra","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":"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":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5107558399"],"corresponding_institution_ids":["https://openalex.org/I177477856"],"apc_list":null,"apc_paid":null,"fwci":0.419,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.56309904,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11301","display_name":"Advanced Surface Polishing Techniques","score":0.8657000064849854,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11301","display_name":"Advanced Surface Polishing Techniques","score":0.8657000064849854,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/floating-point","display_name":"Floating point","score":0.6806126832962036},{"id":"https://openalex.org/keywords/arithmetic","display_name":"Arithmetic","score":0.6610859632492065},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6463701725006104},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.5412328839302063},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.41228657960891724},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.31198567152023315},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1694391369819641}],"concepts":[{"id":"https://openalex.org/C84211073","wikidata":"https://www.wikidata.org/wiki/Q117879","display_name":"Floating point","level":2,"score":0.6806126832962036},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.6610859632492065},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6463701725006104},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.5412328839302063},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.41228657960891724},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.31198567152023315},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1694391369819641},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ets61313.2024.10567884","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ets61313.2024.10567884","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE European Test Symposium (ETS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.4699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2030898836","https://openalex.org/W2169004268","https://openalex.org/W2743322459","https://openalex.org/W3021631591","https://openalex.org/W3023609977","https://openalex.org/W3046790198","https://openalex.org/W3090047463","https://openalex.org/W3131518417","https://openalex.org/W3157673417","https://openalex.org/W3187084887","https://openalex.org/W4286656557","https://openalex.org/W4388581358","https://openalex.org/W4388674570","https://openalex.org/W4388893875","https://openalex.org/W4391403910","https://openalex.org/W6790814326"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W4255129386","https://openalex.org/W4245068234","https://openalex.org/W2025161972","https://openalex.org/W1978352992","https://openalex.org/W1585685783","https://openalex.org/W2119414612","https://openalex.org/W2268486090","https://openalex.org/W1988006935"],"abstract_inverted_index":{"<sup":[0],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[1],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sup>":[2],"This":[3],"work":[4],"reports":[5],"a":[6],"first":[7],"attempt":[8],"to":[9,67,81,99],"evaluate":[10],"the":[11,18,37,47,87],"fine-grain":[12],"impact":[13],"of":[14,20,102],"permanent":[15],"faults":[16],"in":[17,36,50,91,105],"structures":[19],"arithmetic":[21],"hardware":[22],"cores":[23,38,62,77,94],"implementing":[24],"two":[25,40],"number":[26],"formats":[27],"(Posit":[28],"and":[29,33,43,70],"FP).":[30],"We":[31],"assess":[32],"analyze":[34],"errors":[35],"for":[39],"operations":[41],"(Add,":[42],"Multiply),":[44],"which":[45],"are":[46,63],"most":[48],"used":[49],"several":[51],"modern":[52],"applications,":[53],"including":[54],"machine":[55],"learning.":[56],"The":[57],"results":[58],"show":[59],"that":[60,86],"Posit":[61,106],"structurally":[64],"more":[65,72],"vulnerable":[66],"fault":[68],"propagation":[69],"induce":[71],"output":[73],"corruptions":[74],"than":[75,104],"FP":[76,93],"(from":[78],"3.3%":[79],"up":[80,98],"6.2%).":[82],"Moreover,":[83],"we":[84],"found":[85],"average":[88],"absolute":[89],"error":[90],"faulty":[92],"is":[95],"higher":[96],"by":[97],"2":[100],"orders":[101],"magnitude":[103],"ones.":[107]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}