{"id":"https://openalex.org/W4281712365","doi":"https://doi.org/10.1109/lascas53948.2022.9789088","title":"Impact of Thread Parallelism on the Soft Error Reliability of Convolution Neural Networks","display_name":"Impact of Thread Parallelism on the Soft Error Reliability of Convolution Neural Networks","publication_year":2022,"publication_date":"2022-03-01","ids":{"openalex":"https://openalex.org/W4281712365","doi":"https://doi.org/10.1109/lascas53948.2022.9789088"},"language":"en","primary_location":{"id":"doi:10.1109/lascas53948.2022.9789088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lascas53948.2022.9789088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 13th Latin America Symposium on Circuits and System (LASCAS)","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/A5067527698","display_name":"Geancarlo Abich","orcid":"https://orcid.org/0000-0001-9387-1523"},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Geancarlo Abich","raw_affiliation_strings":["PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul,Porto Alegre,Brazil","PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul,Porto Alegre,Brazil","institution_ids":["https://openalex.org/I130442723"]},{"raw_affiliation_string":"PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006019699","display_name":"Rafael Garibotti","orcid":"https://orcid.org/0000-0002-7307-0128"},"institutions":[{"id":"https://openalex.org/I45643870","display_name":"Pontif\u00edcia Universidade Cat\u00f3lica do Rio Grande do Sul","ror":"https://ror.org/025vmq686","country_code":"BR","type":"education","lineage":["https://openalex.org/I45643870"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rafael Garibotti","raw_affiliation_strings":["School of Technology, Pontifical Catholic University of Rio Grande do Sul,Brazil","School of Technology, Pontifical Catholic University of Rio Grande do Sul, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Technology, Pontifical Catholic University of Rio Grande do Sul,Brazil","institution_ids":["https://openalex.org/I45643870"]},{"raw_affiliation_string":"School of Technology, Pontifical Catholic University of Rio Grande do Sul, Brazil","institution_ids":["https://openalex.org/I45643870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075375807","display_name":"Jonas Gava","orcid":"https://orcid.org/0000-0001-7113-6448"},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jonas Gava","raw_affiliation_strings":["PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul,Porto Alegre,Brazil","PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul,Porto Alegre,Brazil","institution_ids":["https://openalex.org/I130442723"]},{"raw_affiliation_string":"PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108043721","display_name":"Ricardo Reis","orcid":"https://orcid.org/0000-0001-5781-5858"},"institutions":[{"id":"https://openalex.org/I130442723","display_name":"Universidade Federal do Rio Grande do Sul","ror":"https://ror.org/041yk2d64","country_code":"BR","type":"education","lineage":["https://openalex.org/I130442723"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ricardo Reis","raw_affiliation_strings":["PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul,Porto Alegre,Brazil","PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul,Porto Alegre,Brazil","institution_ids":["https://openalex.org/I130442723"]},{"raw_affiliation_string":"PGMicro/UFRGS, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil","institution_ids":["https://openalex.org/I130442723"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080883695","display_name":"Luciano Ost","orcid":"https://orcid.org/0000-0002-5160-5232"},"institutions":[{"id":"https://openalex.org/I143804889","display_name":"Loughborough University","ror":"https://ror.org/04vg4w365","country_code":"GB","type":"education","lineage":["https://openalex.org/I143804889"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Luciano Ost","raw_affiliation_strings":["Wolfson School, Loughborough University,United Kingdom","Wolfson School, Loughborough University, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wolfson School, Loughborough University,United Kingdom","institution_ids":["https://openalex.org/I143804889"]},{"raw_affiliation_string":"Wolfson School, Loughborough University, United Kingdom","institution_ids":["https://openalex.org/I143804889"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6852,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.6855818,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11005","display_name":"Radiation Effects in Electronics","score":0.9980999827384949,"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":0.9925000071525574,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8473775386810303},{"id":"https://openalex.org/keywords/thread","display_name":"Thread (computing)","score":0.7483282089233398},{"id":"https://openalex.org/keywords/soft-error","display_name":"Soft error","score":0.6965038776397705},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6849361062049866},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.5986096858978271},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5359853506088257},{"id":"https://openalex.org/keywords/multithreading","display_name":"Multithreading","score":0.49881792068481445},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48349788784980774},{"id":"https://openalex.org/keywords/error-detection-and-correction","display_name":"Error detection and correction","score":0.44606226682662964},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.4179728925228119},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.4056326746940613},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.25445106625556946},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2342706322669983},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.12103554606437683},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07164895534515381}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8473775386810303},{"id":"https://openalex.org/C138101251","wikidata":"https://www.wikidata.org/wiki/Q213092","display_name":"Thread (computing)","level":2,"score":0.7483282089233398},{"id":"https://openalex.org/C154474529","wikidata":"https://www.wikidata.org/wiki/Q1658917","display_name":"Soft error","level":2,"score":0.6965038776397705},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6849361062049866},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.5986096858978271},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5359853506088257},{"id":"https://openalex.org/C201410400","wikidata":"https://www.wikidata.org/wiki/Q1064412","display_name":"Multithreading","level":3,"score":0.49881792068481445},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48349788784980774},{"id":"https://openalex.org/C103088060","wikidata":"https://www.wikidata.org/wiki/Q1062839","display_name":"Error detection and correction","level":2,"score":0.44606226682662964},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.4179728925228119},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.4056326746940613},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.25445106625556946},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2342706322669983},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.12103554606437683},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07164895534515381},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lascas53948.2022.9789088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lascas53948.2022.9789088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 13th Latin America Symposium on Circuits and System (LASCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1988888548","https://openalex.org/W2007925061","https://openalex.org/W2144512449","https://openalex.org/W2762644836","https://openalex.org/W2767260595","https://openalex.org/W2784372305","https://openalex.org/W2809188712","https://openalex.org/W2901848761","https://openalex.org/W2938993579","https://openalex.org/W2970796375","https://openalex.org/W2991843241","https://openalex.org/W3013186616","https://openalex.org/W3016243202","https://openalex.org/W3099185017","https://openalex.org/W3113413080","https://openalex.org/W3113699379","https://openalex.org/W3118608800","https://openalex.org/W3149134903","https://openalex.org/W3186796872","https://openalex.org/W4309127249","https://openalex.org/W6681412805"],"related_works":["https://openalex.org/W2115561485","https://openalex.org/W1985089255","https://openalex.org/W2153202644","https://openalex.org/W2010970156","https://openalex.org/W2105895556","https://openalex.org/W4235861380","https://openalex.org/W2377593213","https://openalex.org/W2733115356","https://openalex.org/W2106625514","https://openalex.org/W1867214769"],"abstract_inverted_index":{"Convolution":[0],"neural":[1,34],"networks":[2],"(CNNs)":[3],"have":[4],"been":[5,27],"incorporated":[6],"into":[7],"resource-constrained":[8],"edge":[9,57],"devices":[10],"to":[11,29,65],"intelligently":[12],"manage":[13],"and":[14],"process":[15],"local":[16],"data":[17],"coming":[18],"from":[19],"a":[20,72,76],"variety":[21],"of":[22,33,43,52,71,75,99],"sensors.":[23],"Thread":[24],"parallelism":[25],"has":[26],"used":[28],"boost":[30],"the":[31,41,48,67,82,89,97,115],"performance":[32,95],"networks,":[35],"but":[36],"only":[37],"few":[38],"works":[39],"address":[40],"effect":[42],"these":[44],"parallel":[45],"modifications":[46],"on":[47,56,81],"soft":[49,68,111],"error":[50,69,112],"reliability":[51,70,113],"underlying":[53],"models":[54],"running":[55],"devices.":[58],"In":[59],"this":[60,62],"sense,":[61],"work":[63],"aims":[64],"assess":[66],"multi-threaded":[73,105],"version":[74],"CNN":[77,92,106],"model":[78,93,107],"developed":[79,90],"based":[80],"Arm":[83],"CMSIS-NN":[84],"kernels.":[85],"Results":[86],"show":[87],"that":[88],"threaded":[91],"increases":[94],"at":[96],"cost":[98],"low":[100],"memory":[101],"footprint":[102],"overhead.":[103],"Promoted":[104],"also":[108],"provides":[109],"better":[110],"w.r.t.":[114],"original":[116],"sequential":[117],"version.":[118]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
