{"id":"https://openalex.org/W4410583095","doi":"https://doi.org/10.23919/date64628.2025.10992992","title":"Late Breaking Result: FPGA-Based Emulation and Fault Injection for CNN Inference Accelerators","display_name":"Late Breaking Result: FPGA-Based Emulation and Fault Injection for CNN Inference Accelerators","publication_year":2025,"publication_date":"2025-03-31","ids":{"openalex":"https://openalex.org/W4410583095","doi":"https://doi.org/10.23919/date64628.2025.10992992"},"language":"en","primary_location":{"id":"doi:10.23919/date64628.2025.10992992","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10992992","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation &amp;amp; Test in Europe Conference (DATE)","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/A5116013950","display_name":"Filip Masar","orcid":null},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":true,"raw_author_name":"Filip Masar","raw_affiliation_strings":["Brno University of Technology,Faculty of Information Technology,Brno,Czechia"],"affiliations":[{"raw_affiliation_string":"Brno University of Technology,Faculty of Information Technology,Brno,Czechia","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071584701","display_name":"Vojt\u011bch Mr\u00e1zek","orcid":"https://orcid.org/0000-0002-9399-9313"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Vojtech Mrazek","raw_affiliation_strings":["Brno University of Technology,Faculty of Information Technology,Brno,Czechia"],"affiliations":[{"raw_affiliation_string":"Brno University of Technology,Faculty of Information Technology,Brno,Czechia","institution_ids":["https://openalex.org/I60587646"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055549968","display_name":"Luk\u00e1\u0161 Sekanina","orcid":"https://orcid.org/0000-0002-2693-9011"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Lukas Sekanina","raw_affiliation_strings":["Brno University of Technology,Faculty of Information Technology,Brno,Czechia"],"affiliations":[{"raw_affiliation_string":"Brno University of Technology,Faculty of Information Technology,Brno,Czechia","institution_ids":["https://openalex.org/I60587646"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5116013950"],"corresponding_institution_ids":["https://openalex.org/I60587646"],"apc_list":null,"apc_paid":null,"fwci":4.0094,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.932283,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11216","display_name":"Radiation Detection and Scintillator Technologies","score":0.9643999934196472,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11216","display_name":"Radiation Detection and Scintillator Technologies","score":0.9643999934196472,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11005","display_name":"Radiation Effects in Electronics","score":0.9488000273704529,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9404000043869019,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/emulation","display_name":"Emulation","score":0.9117390513420105},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.7882384061813354},{"id":"https://openalex.org/keywords/fault-injection","display_name":"Fault injection","score":0.7575873732566833},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.68683260679245},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5657830834388733},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.5376601815223694},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4384106695652008},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3450126051902771},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.25140589475631714},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.22527095675468445},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.10305696725845337},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.08864465355873108}],"concepts":[{"id":"https://openalex.org/C149810388","wikidata":"https://www.wikidata.org/wiki/Q5374873","display_name":"Emulation","level":2,"score":0.9117390513420105},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.7882384061813354},{"id":"https://openalex.org/C2775928411","wikidata":"https://www.wikidata.org/wiki/Q2041312","display_name":"Fault injection","level":3,"score":0.7575873732566833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.68683260679245},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5657830834388733},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.5376601815223694},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4384106695652008},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3450126051902771},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.25140589475631714},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.22527095675468445},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.10305696725845337},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.08864465355873108},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date64628.2025.10992992","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date64628.2025.10992992","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Design, Automation &amp;amp; Test in Europe Conference (DATE)","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":7,"referenced_works":["https://openalex.org/W2289252105","https://openalex.org/W3105084904","https://openalex.org/W4242577057","https://openalex.org/W4379115677","https://openalex.org/W4381746679","https://openalex.org/W4390145134","https://openalex.org/W4396520104"],"related_works":["https://openalex.org/W2154523322","https://openalex.org/W2083200807","https://openalex.org/W1603137082","https://openalex.org/W2145233434","https://openalex.org/W2291587020","https://openalex.org/W2118560622","https://openalex.org/W2111105659","https://openalex.org/W1967938402","https://openalex.org/W2386041993","https://openalex.org/W1608572506"],"abstract_inverted_index":{"A":[0],"new":[1],"field":[2],"programmable":[3],"gate":[4],"array":[5],"(FPGA)-based":[6],"emulation":[7],"platform":[8],"is":[9,40,53,93],"proposed":[10],"to":[11],"accelerate":[12],"fault":[13,50],"tolerance":[14],"analysis":[15,34,87],"of":[16,19,45,78,96],"inference":[17,80],"accelerators":[18],"convolutional":[20],"neural":[21],"networks":[22],"(CNN).":[23],"For":[24],"a":[25],"given":[26],"CNN":[27,38],"model,":[28],"hardware":[29],"accelerator":[30,81],"architecture,":[31],"and":[32,49],"FT":[33,86],"target,":[35],"an":[36,94],"FPGA-based":[37],"implementation":[39],"generated":[41],"(with":[42],"the":[43,46,63,69],"help":[44],"Tengine":[47],"framework),":[48],"injection":[51],"logic":[52],"added.":[54],"In":[55],"our":[56],"first":[57],"case":[58],"study,":[59],"we":[60],"report":[61],"how":[62],"classification":[64],"accuracy":[65],"drop":[66],"depends":[67],"on":[68,89],"faults":[70],"injected":[71],"into":[72],"multipliers":[73],"used":[74],"in":[75],"Multiply-and-Accumulate":[76],"Units":[77],"NVDLA":[79],"executing":[82],"ResNet-18":[83],"CNN.":[84],"The":[85],"emulated":[88],"Zynq":[90],"UltraScale+":[91],"SoC":[92],"order":[95],"magnitude":[97],"faster":[98],"than":[99],"software":[100],"emulation.":[101]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
