{"id":"https://openalex.org/W4392736287","doi":"https://doi.org/10.1109/aicas59952.2024.10595913","title":"The Ouroboros of Memristors: Neural Networks Facilitating Memristor Programming","display_name":"The Ouroboros of Memristors: Neural Networks Facilitating Memristor Programming","publication_year":2024,"publication_date":"2024-04-22","ids":{"openalex":"https://openalex.org/W4392736287","doi":"https://doi.org/10.1109/aicas59952.2024.10595913"},"language":"en","primary_location":{"id":"doi:10.1109/aicas59952.2024.10595913","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aicas59952.2024.10595913","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2403.06712","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084207492","display_name":"Zhenming Yu","orcid":"https://orcid.org/0000-0003-0631-9760"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Zhenming Yu","raw_affiliation_strings":["RWTH Aachen,Fakultät für Elektrotechnik und Informationstechnik,Aachen,Germany,52074"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen,Fakultät für Elektrotechnik und Informationstechnik,Aachen,Germany,52074","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061826776","display_name":"Ming-Jay Yang","orcid":"https://orcid.org/0000-0002-9734-0858"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ming-Jay Yang","raw_affiliation_strings":["Forschungszentrum Jülich GmbH,Peter Grünberg Institut,Jülich,Germany,52425"],"affiliations":[{"raw_affiliation_string":"Forschungszentrum Jülich GmbH,Peter Grünberg Institut,Jülich,Germany,52425","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079469147","display_name":"Jan Finkbeiner","orcid":"https://orcid.org/0000-0003-4556-3758"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jan Finkbeiner","raw_affiliation_strings":["RWTH Aachen,Fakultät für Elektrotechnik und Informationstechnik,Aachen,Germany,52074"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen,Fakultät für Elektrotechnik und Informationstechnik,Aachen,Germany,52074","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080003311","display_name":"Sebastian Siegel","orcid":"https://orcid.org/0000-0001-9922-4861"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sebastian Siegel","raw_affiliation_strings":["Forschungszentrum Jülich GmbH,Peter Grünberg Institut,Jülich,Germany,52425"],"affiliations":[{"raw_affiliation_string":"Forschungszentrum Jülich GmbH,Peter Grünberg Institut,Jülich,Germany,52425","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008006179","display_name":"John Paul Strachan","orcid":"https://orcid.org/0000-0002-1382-3677"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"John Paul Strachan","raw_affiliation_strings":["RWTH Aachen,Fakultät für Elektrotechnik und Informationstechnik,Aachen,Germany,52074"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen,Fakultät für Elektrotechnik und Informationstechnik,Aachen,Germany,52074","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060924942","display_name":"Emre Neftci","orcid":"https://orcid.org/0000-0002-0332-3273"},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Emre Neftci","raw_affiliation_strings":["RWTH Aachen,Fakultät für Elektrotechnik und Informationstechnik,Aachen,Germany,52074"],"affiliations":[{"raw_affiliation_string":"RWTH Aachen,Fakultät für Elektrotechnik und Informationstechnik,Aachen,Germany,52074","institution_ids":["https://openalex.org/I887968799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5084207492"],"corresponding_institution_ids":["https://openalex.org/I887968799"],"apc_list":null,"apc_paid":null,"fwci":1.0268,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.74922901,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"398","last_page":"402"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9994000196456909,"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":0.9994000196456909,"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/T10320","display_name":"Neural Networks and Applications","score":0.958899974822998,"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9462000131607056,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/memristor","display_name":"Memristor","score":0.972997784614563},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5541149377822876},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5405880212783813},{"id":"https://openalex.org/keywords/memistor","display_name":"Memistor","score":0.531204879283905},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37136903405189514},{"id":"https://openalex.org/keywords/resistive-random-access-memory","display_name":"Resistive random-access memory","score":0.2242928147315979},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16878026723861694},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1305585503578186}],"concepts":[{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.972997784614563},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5541149377822876},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5405880212783813},{"id":"https://openalex.org/C1895703","wikidata":"https://www.wikidata.org/wiki/Q6034938","display_name":"Memistor","level":4,"score":0.531204879283905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37136903405189514},{"id":"https://openalex.org/C182019814","wikidata":"https://www.wikidata.org/wiki/Q1143830","display_name":"Resistive random-access memory","level":3,"score":0.2242928147315979},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16878026723861694},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1305585503578186},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/aicas59952.2024.10595913","is_oa":false,"landing_page_url":"https://doi.org/10.1109/aicas59952.2024.10595913","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2403.06712","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2403.06712","pdf_url":"https://arxiv.org/pdf/2403.06712","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2403.06712","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2403.06712","pdf_url":"https://arxiv.org/pdf/2403.06712","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.7300000190734863}],"awards":[],"funders":[{"id":"https://openalex.org/F4320311687","display_name":"Ministry of Education","ror":"https://ror.org/03m01yf64"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392736287.pdf","grobid_xml":"https://content.openalex.org/works/W4392736287.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W2782791387","https://openalex.org/W2785141883","https://openalex.org/W2972825382","https://openalex.org/W3008608336","https://openalex.org/W3033556058","https://openalex.org/W3082899001","https://openalex.org/W3176606713","https://openalex.org/W3198877855","https://openalex.org/W4206509499","https://openalex.org/W4221155883","https://openalex.org/W4323521056","https://openalex.org/W4361286998","https://openalex.org/W4385411987","https://openalex.org/W4385896568","https://openalex.org/W4386226647","https://openalex.org/W6849996434"],"related_works":["https://openalex.org/W3170109256","https://openalex.org/W2185262500","https://openalex.org/W1543954628","https://openalex.org/W4251693286","https://openalex.org/W4385367273","https://openalex.org/W2797315502","https://openalex.org/W2163054919","https://openalex.org/W3216217287","https://openalex.org/W4252977987","https://openalex.org/W608447876"],"abstract_inverted_index":{"Memristive":[0],"devices":[1,89],"hold":[2],"promise":[3],"to":[4,17,27,66,78,116,155],"improve":[5],"the":[6,25,79,101,156,171],"scale":[7],"and":[8,13,24,45,50,53,62],"efficiency":[9],"of":[10,88,98,159,174],"machine":[11,176],"learning":[12,177],"neuromorphic":[14],"hardware,":[15],"thanks":[16],"their":[18],"compact":[19],"size,":[20],"low":[21],"power":[22],"consumption,":[23],"ability":[26],"perform":[28],"matrix":[29],"multiplications":[30],"in":[31,162,165],"constant":[32],"time.":[33],"However,":[34],"on-chip":[35,125],"training":[36,126],"with":[37,148],"memristor":[38,112,137,166],"arrays":[39,138],"still":[40],"faces":[41],"challenges,":[42],"including":[43],"device-to-device":[44],"cycle-to-cycle":[46],"variations,":[47],"switching":[48],"non-linearity,":[49],"especially":[51],"SET":[52],"RESET":[54],"asymmetry":[55],"[1],":[56],"[2].":[57],"To":[58],"combat":[59],"device":[60],"non-linearity":[61],"asymmetry,":[63],"we":[64],"propose":[65],"program":[67],"memristors":[68],"by":[69,136],"harnessing":[70],"neural":[71,131],"networks":[72],"that":[73],"map":[74],"desired":[75],"conductance":[76,103],"updates":[77],"required":[80],"pulse":[81],"times.":[82],"With":[83],"our":[84,129],"method,":[85],"approximately":[86],"95%":[87],"can":[90,133],"be":[91,134],"programmed":[92],"within":[93],"a":[94],"relative":[95],"percentage":[96],"difference":[97],"\u00b150%":[99],"from":[100],"target":[102],"after":[104],"just":[105],"one":[106],"attempt.":[107],"Our":[108],"approach":[109],"substantially":[110],"reduces":[111],"programming":[113],"delays":[114,164],"compared":[115,147],"traditional":[117],"write-and-verify":[118],"methods,":[119],"presenting":[120],"an":[121],"advantageous":[122],"solution":[123],"for":[124],"scenarios.":[127],"Furthermore,":[128],"proposed":[130],"network":[132],"accelerated":[135],"upon":[139],"deployment,":[140],"providing":[141],"assistance":[142],"while":[143],"reducing":[144,163],"hardware":[145],"overhead":[146],"previous":[149],"works":[150],"[3]\u2013[6].This":[151],"work":[152],"contributes":[153],"significantly":[154],"practical":[157],"application":[158],"memristors,":[160],"particularly":[161],"programming.":[167],"It":[168],"also":[169],"envisions":[170],"future":[172],"development":[173],"memristor-based":[175],"accelerators.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2024-03-13T00:00:00"}