{"id":"https://openalex.org/W4318141861","doi":"https://doi.org/10.1109/tnnls.2023.3238473","title":"Energy-Performance Assessment of Oscillatory Neural Networks Based on VO<sub>2</sub> Devices for Future Edge AI Computing","display_name":"Energy-Performance Assessment of Oscillatory Neural Networks Based on VO<sub>2</sub> Devices for Future Edge AI Computing","publication_year":2023,"publication_date":"2023-01-26","ids":{"openalex":"https://openalex.org/W4318141861","doi":"https://doi.org/10.1109/tnnls.2023.3238473","pmid":"https://pubmed.ncbi.nlm.nih.gov/37022082"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2023.3238473","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2023.3238473","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5033607569","display_name":"Corentin Delacour","orcid":"https://orcid.org/0000-0001-6386-9588"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","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"]},{"id":"https://openalex.org/I4210101743","display_name":"Laboratoire d'Informatique, de Robotique et de Micro\u00e9lectronique de Montpellier","ror":"https://ror.org/013yean28","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I151295451","https://openalex.org/I19894307","https://openalex.org/I4210101743","https://openalex.org/I4210159245","https://openalex.org/I4405261681"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Corentin Delacour","raw_affiliation_strings":["Microelectronics Department, LIRMM, CNRS, University of Montpellier, Montpellier, France","LIRMM, CNRS, Microelectronics Department, University of Montpellier, Montpellier, France"],"affiliations":[{"raw_affiliation_string":"Microelectronics Department, LIRMM, CNRS, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I4210101743","https://openalex.org/I19894307","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"LIRMM, CNRS, Microelectronics Department, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I4210101743","https://openalex.org/I19894307","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077958180","display_name":"Stefania Carapezzi","orcid":"https://orcid.org/0000-0002-9271-1189"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","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"]},{"id":"https://openalex.org/I4210101743","display_name":"Laboratoire d'Informatique, de Robotique et de Micro\u00e9lectronique de Montpellier","ror":"https://ror.org/013yean28","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I151295451","https://openalex.org/I19894307","https://openalex.org/I4210101743","https://openalex.org/I4210159245","https://openalex.org/I4405261681"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Stefania Carapezzi","raw_affiliation_strings":["Microelectronics Department, LIRMM, CNRS, University of Montpellier, Montpellier, France","LIRMM, CNRS, Microelectronics Department, University of Montpellier, Montpellier, France"],"affiliations":[{"raw_affiliation_string":"Microelectronics Department, LIRMM, CNRS, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I4210101743","https://openalex.org/I19894307","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"LIRMM, CNRS, Microelectronics Department, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I4210101743","https://openalex.org/I19894307","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043633493","display_name":"Madeleine Abernot","orcid":"https://orcid.org/0000-0002-8267-2972"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","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"]},{"id":"https://openalex.org/I4210101743","display_name":"Laboratoire d'Informatique, de Robotique et de Micro\u00e9lectronique de Montpellier","ror":"https://ror.org/013yean28","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I151295451","https://openalex.org/I19894307","https://openalex.org/I4210101743","https://openalex.org/I4210159245","https://openalex.org/I4405261681"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Madeleine Abernot","raw_affiliation_strings":["Microelectronics Department, LIRMM, CNRS, University of Montpellier, Montpellier, France","LIRMM, CNRS, Microelectronics Department, University of Montpellier, Montpellier, France"],"affiliations":[{"raw_affiliation_string":"Microelectronics Department, LIRMM, CNRS, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I4210101743","https://openalex.org/I19894307","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"LIRMM, CNRS, Microelectronics Department, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I4210101743","https://openalex.org/I19894307","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022136174","display_name":"Aida Todri\u2010Sanial","orcid":"https://orcid.org/0000-0001-8573-2910"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","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"]},{"id":"https://openalex.org/I4210101743","display_name":"Laboratoire d'Informatique, de Robotique et de Micro\u00e9lectronique de Montpellier","ror":"https://ror.org/013yean28","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I151295451","https://openalex.org/I19894307","https://openalex.org/I4210101743","https://openalex.org/I4210159245","https://openalex.org/I4405261681"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Aida Todri-Sanial","raw_affiliation_strings":["Microelectronics Department, LIRMM, CNRS, University of Montpellier, Montpellier, France","LIRMM, CNRS, Microelectronics Department, University of Montpellier, Montpellier, France"],"affiliations":[{"raw_affiliation_string":"Microelectronics Department, LIRMM, CNRS, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I4210101743","https://openalex.org/I19894307","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"LIRMM, CNRS, Microelectronics Department, University of Montpellier, Montpellier, France","institution_ids":["https://openalex.org/I4210101743","https://openalex.org/I19894307","https://openalex.org/I1294671590"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5033607569"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I19894307","https://openalex.org/I4210101743"],"apc_list":null,"apc_paid":null,"fwci":3.7397,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.93732006,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"35","issue":"7","first_page":"10045","last_page":"10058"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998000264167786,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998000264167786,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.9998000264167786,"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/T11128","display_name":"Transition Metal Oxide Nanomaterials","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6668686866760254},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6045448184013367},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.5651682019233704},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5178945064544678},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.47398868203163147},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28154313564300537},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1872062385082245}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6668686866760254},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6045448184013367},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.5651682019233704},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5178945064544678},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.47398868203163147},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28154313564300537},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1872062385082245},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2023.3238473","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2023.3238473","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:37022082","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37022082","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8999999761581421,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":58,"referenced_works":["https://openalex.org/W612010049","https://openalex.org/W1494350511","https://openalex.org/W1546916511","https://openalex.org/W1909740415","https://openalex.org/W1971157350","https://openalex.org/W1996070955","https://openalex.org/W2089322587","https://openalex.org/W2111162116","https://openalex.org/W2121339783","https://openalex.org/W2123402141","https://openalex.org/W2126176903","https://openalex.org/W2128084896","https://openalex.org/W2145023731","https://openalex.org/W2152839228","https://openalex.org/W2200675143","https://openalex.org/W2330193310","https://openalex.org/W2507652734","https://openalex.org/W2507864219","https://openalex.org/W2511933885","https://openalex.org/W2526524982","https://openalex.org/W2566356915","https://openalex.org/W2584998015","https://openalex.org/W2609411945","https://openalex.org/W2798544842","https://openalex.org/W2904923420","https://openalex.org/W2911603967","https://openalex.org/W2913584407","https://openalex.org/W2921525502","https://openalex.org/W2966574487","https://openalex.org/W2975185022","https://openalex.org/W2991162359","https://openalex.org/W2998986365","https://openalex.org/W3004581987","https://openalex.org/W3015927132","https://openalex.org/W3023935494","https://openalex.org/W3032363463","https://openalex.org/W3087423327","https://openalex.org/W3105173291","https://openalex.org/W3105786173","https://openalex.org/W3114777679","https://openalex.org/W3114800121","https://openalex.org/W3128698006","https://openalex.org/W3132986934","https://openalex.org/W3134784623","https://openalex.org/W3136346278","https://openalex.org/W3154244870","https://openalex.org/W3161228231","https://openalex.org/W3164680618","https://openalex.org/W3166844165","https://openalex.org/W3170297516","https://openalex.org/W3184554868","https://openalex.org/W3191628343","https://openalex.org/W3198369370","https://openalex.org/W3214049942","https://openalex.org/W4211085182","https://openalex.org/W4226149041","https://openalex.org/W4234863022","https://openalex.org/W6810355702"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Oscillatory":[0],"neural":[1],"network":[2],"(ONN)":[3],"is":[4,73,90,220],"an":[5,112],"emerging":[6],"neuromorphic":[7],"architecture":[8,127],"composed":[9],"of":[10,50,145,194],"oscillators":[11,48],"that":[12,149,216],"implement":[13],"neurons":[14],"and":[15,24,79,100,116,138,206,214,249,255],"are":[16,53],"coupled":[17],"by":[18,181],"synapses.":[19],"ONNs":[20],"exhibit":[21],"rich":[22],"dynamics":[23],"associative":[25],"properties,":[26],"which":[27],"can":[28,238],"be":[29],"used":[30],"to":[31,39,62,92,120,201],"solve":[32],"problems":[33],"in":[34,84,197,242],"the":[35,40,66,76,122,126,133,143,150,158,167,172,177,192,203,217,251],"analog":[36],"domain":[37],"according":[38],"paradigm":[41,219],"let":[42],"physics":[43],"compute.":[44],"For":[45],"example,":[46],"compact":[47],"made":[49],"VO2":[51,195,227],"material":[52],"good":[54],"candidates":[55],"for":[56,102,163,175,225],"building":[57,114],"low-power":[58,246],"ONN":[59,77,113,123,134,151,178,210,218,237],"architectures":[60,213],"dedicated":[61],"AI":[63],"applications":[64],"at":[65,125,166],"edge,":[67],"like":[68],"pattern":[69],"recognition.":[70],"However,":[71],"little":[72],"known":[74],"about":[75],"scalability":[78],"its":[80,94],"performance":[81],"when":[82,155],"implemented":[83],"hardware.":[85],"Before":[86],"deploying":[87],"ONN,":[88],"it":[89,161],"necessary":[91],"assess":[93],"computation":[95,135],"time,":[96,136],"energy":[97,152],"consumption,":[98],"performance,":[99],"accuracy":[101],"a":[103,109,221],"given":[104],"application.":[105],"Here,":[106],"we":[107,130,170,187,234],"consider":[108],"VO2-oscillator":[110],"as":[111],"block":[115],"perform":[117],"circuit-level":[118],"simulations":[119],"evaluate":[121],"performances":[124],"level.":[128],"Notably,":[129],"investigate":[131,171],"how":[132,236],"energy,":[137],"memory":[139],"capacity":[140],"scale":[141],"with":[142,253],"number":[144],"oscillators.":[146],"It":[147],"appears":[148],"grows":[153],"linearly":[154],"scaling":[156,190],"up":[157],"network,":[159],"making":[160],"suitable":[162],"large-scale":[164],"integration":[165],"edge.":[168],"Furthermore,":[169],"design":[173,184],"knobs":[174],"minimizing":[176],"energy.":[179,207],"Assisted":[180],"technology":[182],"computer-aided":[183],"(TCAD)":[185],"simulations,":[186],"report":[188],"on":[189,245],"down":[191],"dimensions":[193],"devices":[196,228,248],"crossbar":[198],"(CB)":[199],"geometry":[200],"decrease":[202],"oscillator":[204],"voltage":[205],"We":[208],"benchmark":[209],"versus":[211],"state-of-the-art":[212],"observe":[215],"competitive":[222],"energy-efficient":[223],"solution":[224],"scaled":[226],"oscillating":[229],"above":[230],"100":[231],"MHz.":[232],"Finally,":[233],"present":[235],"efficiently":[239],"detect":[240],"edges":[241],"images":[243],"captured":[244],"edge":[247,257],"compare":[250],"results":[252],"Sobel":[254],"Canny":[256],"detectors.":[258]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2025-10-10T00:00:00"}
