{"id":"https://openalex.org/W4413319785","doi":"https://doi.org/10.1109/iwasi66786.2025.11121981","title":"Efficient TinyML Inference on a Fault-Tolerant RISC-V SoC with Vector Extension","display_name":"Efficient TinyML Inference on a Fault-Tolerant RISC-V SoC with Vector Extension","publication_year":2025,"publication_date":"2025-07-03","ids":{"openalex":"https://openalex.org/W4413319785","doi":"https://doi.org/10.1109/iwasi66786.2025.11121981"},"language":"en","primary_location":{"id":"doi:10.1109/iwasi66786.2025.11121981","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwasi66786.2025.11121981","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 10th International Workshop on Advances in Sensors and Interfaces (IWASI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-05127892","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045304754","display_name":"Carolina Imianosky","orcid":"https://orcid.org/0000-0002-2770-5110"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Carolina Imianosky","raw_affiliation_strings":["IES University of Montpellier, CNRS,Montpellier,France"],"affiliations":[{"raw_affiliation_string":"IES University of Montpellier, CNRS,Montpellier,France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045486535","display_name":"Douglas A. Santos","orcid":"https://orcid.org/0000-0002-6502-4682"},"institutions":[{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]},{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Douglas A. Santos","raw_affiliation_strings":["IES University of Montpellier, CNRS,Montpellier,France"],"affiliations":[{"raw_affiliation_string":"IES University of Montpellier, CNRS,Montpellier,France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001777299","display_name":"Luigi Dilillo","orcid":"https://orcid.org/0000-0002-1295-2688"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I19894307","display_name":"Universit\u00e9 de Montpellier","ror":"https://ror.org/051escj72","country_code":"FR","type":"education","lineage":["https://openalex.org/I19894307"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Luigi Dilillo","raw_affiliation_strings":["IES University of Montpellier, CNRS,Montpellier,France"],"affiliations":[{"raw_affiliation_string":"IES University of Montpellier, CNRS,Montpellier,France","institution_ids":["https://openalex.org/I19894307","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5045304754"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I19894307"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24934351,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10472","display_name":"Semiconductor materials and devices","score":0.9961000084877014,"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":0.9961000084877014,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.995199978351593,"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":0.9944999814033508,"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/extension","display_name":"Extension (predicate logic)","score":0.741773784160614},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6829399466514587},{"id":"https://openalex.org/keywords/fault-tolerance","display_name":"Fault tolerance","score":0.6066912412643433},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5160210132598877},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4674561619758606},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.37816011905670166},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3335634469985962},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2700040340423584},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.12791034579277039}],"concepts":[{"id":"https://openalex.org/C2778029271","wikidata":"https://www.wikidata.org/wiki/Q5421931","display_name":"Extension (predicate logic)","level":2,"score":0.741773784160614},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6829399466514587},{"id":"https://openalex.org/C63540848","wikidata":"https://www.wikidata.org/wiki/Q3140932","display_name":"Fault tolerance","level":2,"score":0.6066912412643433},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5160210132598877},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4674561619758606},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.37816011905670166},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3335634469985962},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2700040340423584},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.12791034579277039}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iwasi66786.2025.11121981","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwasi66786.2025.11121981","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 10th International Workshop on Advances in Sensors and Interfaces (IWASI)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-05127892v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05127892","pdf_url":null,"source":{"id":"https://openalex.org/S4406922454","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"International Workshop on Advances in Sensors and Interface (IWASI), Jul 2025, Manfredonia, Italy. pp.1-6, &#x27E8;10.1109/IWASI66786.2025.11121981&#x27E9;","raw_type":"Conference papers"},{"id":"pmh:oai:zenodo.org:18703303","is_oa":true,"landing_page_url":"https://doi.org/10.1109/IWASI66786.2025.11121981","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-05127892v1","is_oa":true,"landing_page_url":"https://hal.science/hal-05127892","pdf_url":null,"source":{"id":"https://openalex.org/S4406922454","display_name":"SPIRE - Sciences Po Institutional REpository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"International Workshop on Advances in Sensors and Interface (IWASI), Jul 2025, Manfredonia, Italy. pp.1-6, &#x27E8;10.1109/IWASI66786.2025.11121981&#x27E9;","raw_type":"Conference papers"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2100624635","https://openalex.org/W2117876524","https://openalex.org/W2510641758","https://openalex.org/W2582467784","https://openalex.org/W2965989144","https://openalex.org/W3023961462","https://openalex.org/W3104775050","https://openalex.org/W3113229535","https://openalex.org/W3144056183","https://openalex.org/W3213154195","https://openalex.org/W4289308614","https://openalex.org/W4404565098"],"related_works":["https://openalex.org/W2075768550","https://openalex.org/W3022218857","https://openalex.org/W2369178846","https://openalex.org/W2370289839","https://openalex.org/W2082716031","https://openalex.org/W2933494595","https://openalex.org/W4313347705","https://openalex.org/W1568049691","https://openalex.org/W1590096425","https://openalex.org/W2890485617"],"abstract_inverted_index":{"Tiny":[0],"machine":[1],"learning":[2],"(TinyML)":[3],"enables":[4],"low-power":[5],"microcontrollers":[6],"to":[7,96,107],"run":[8],"neural":[9,61],"network":[10,62],"inference":[11,55],"locally,":[12],"allowing":[13],"real-time":[14],"classification":[15],"near":[16],"the":[17,54,108,112,130,137],"sensor":[18],"with":[19,69,83],"reduced":[20],"latency":[21],"and":[22,40,47,93,114,119],"no":[23],"reliance":[24],"on":[25,63],"external":[26],"infrastructure.":[27],"This":[28,51],"is":[29],"especially":[30],"relevant":[31],"in":[32],"constrained":[33],"environments":[34],"such":[35],"as":[36],"autonomous":[37],"systems,":[38],"satellites,":[39],"safety-critical":[41],"embedded":[42],"applications,":[43],"where":[44],"energy":[45],"efficiency":[46],"reliability":[48],"are":[49],"essential.":[50],"work":[52],"evaluates":[53],"performance":[56],"of":[57,78,136],"a":[58,65],"quantized":[59],"convolutional":[60],"HARV-SoC,":[64],"fault-tolerant":[66],"RISC-V":[67],"system-on-chip":[68],"vector":[70],"extension":[71],"support.":[72],"The":[73,124],"SoC":[74],"includes":[75],"our":[76],"port":[77],"TensorFlow":[79],"Lite":[80],"for":[81],"Microcontrollers":[82],"accelerated":[84],"vectorized":[85],"convolution":[86,110],"functions.":[87],"Inference":[88],"was":[89],"tested":[90],"using":[91],"RGB":[92,113],"grayscale":[94,115],"inputs":[95],"analyze":[97],"how":[98],"input":[99,131],"structure":[100,132],"impacts":[101],"vectorization.":[102],"Results":[103],"show":[104],"that,":[105],"compared":[106],"original":[109],"function,":[111],"models":[116],"achieved":[117],"1.80":[118],"2.05":[120],"times":[121],"speedup,":[122],"respectively.":[123],"highest":[125],"gains":[126],"were":[127],"observed":[128],"when":[129],"enabled":[133],"better":[134],"use":[135],"available":[138],"parallelism.":[139]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
