{"id":"https://openalex.org/W4409061616","doi":"https://doi.org/10.1002/aisy.202400795","title":"Analysis of a Memcapacitor\u2010Based Online Learning Neural Network Accelerator Framework","display_name":"Analysis of a Memcapacitor\u2010Based Online Learning Neural Network Accelerator Framework","publication_year":2025,"publication_date":"2025-03-31","ids":{"openalex":"https://openalex.org/W4409061616","doi":"https://doi.org/10.1002/aisy.202400795"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202400795","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202400795","pdf_url":null,"source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1002/aisy.202400795","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082582933","display_name":"Ankur Singh","orcid":"https://orcid.org/0000-0003-4836-3292"},"institutions":[{"id":"https://openalex.org/I39534123","display_name":"Gwangju Institute of Science and Technology","ror":"https://ror.org/024kbgz78","country_code":"KR","type":"education","lineage":["https://openalex.org/I39534123"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ankur Singh","raw_affiliation_strings":["School of Electrical Engineering and Computer Science Gwangju Institute of Science and Technology  Gwangju 61005 Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0003-4836-3292","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science Gwangju Institute of Science and Technology  Gwangju 61005 Republic of Korea","institution_ids":["https://openalex.org/I39534123"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035843166","display_name":"Dowon Kim","orcid":"https://orcid.org/0000-0002-5056-8468"},"institutions":[{"id":"https://openalex.org/I39534123","display_name":"Gwangju Institute of Science and Technology","ror":"https://ror.org/024kbgz78","country_code":"KR","type":"education","lineage":["https://openalex.org/I39534123"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dowon Kim","raw_affiliation_strings":["School of Electrical Engineering and Computer Science Gwangju Institute of Science and Technology  Gwangju 61005 Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science Gwangju Institute of Science and Technology  Gwangju 61005 Republic of Korea","institution_ids":["https://openalex.org/I39534123"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036000098","display_name":"Byung\u2010Geun Lee","orcid":"https://orcid.org/0000-0002-1599-690X"},"institutions":[{"id":"https://openalex.org/I39534123","display_name":"Gwangju Institute of Science and Technology","ror":"https://ror.org/024kbgz78","country_code":"KR","type":"education","lineage":["https://openalex.org/I39534123"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Byung\u2010Geun Lee","raw_affiliation_strings":["School of Electrical Engineering and Computer Science Gwangju Institute of Science and Technology  Gwangju 61005 Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-1599-690X","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science Gwangju Institute of Science and Technology  Gwangju 61005 Republic of Korea","institution_ids":["https://openalex.org/I39534123"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5036000098"],"corresponding_institution_ids":["https://openalex.org/I39534123"],"apc_list":{"value":2750,"currency":"USD","value_usd":2750},"apc_paid":{"value":2750,"currency":"USD","value_usd":2750},"fwci":1.8757,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.85135428,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"7","issue":"7","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":1.0,"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":1.0,"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/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9958999752998352,"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"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","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/artificial-neural-network","display_name":"Artificial neural network","score":0.640695333480835},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5068729519844055},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3323664963245392}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.640695333480835},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5068729519844055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3323664963245392}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/aisy.202400795","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202400795","pdf_url":null,"source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:651c4cfa09f04ffaae34f498fc9283ae","is_oa":true,"landing_page_url":"https://doaj.org/article/651c4cfa09f04ffaae34f498fc9283ae","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advanced Intelligent Systems, Vol 7, Iss 7, Pp n/a-n/a (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202400795","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202400795","pdf_url":null,"source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2349173961","display_name":null,"funder_award_id":"NRF\u20102022M3H4A1A01009658","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1542981317","https://openalex.org/W1554296272","https://openalex.org/W1937359183","https://openalex.org/W1971766203","https://openalex.org/W2007978852","https://openalex.org/W2018258488","https://openalex.org/W2112181056","https://openalex.org/W2112796928","https://openalex.org/W2160799365","https://openalex.org/W2163630896","https://openalex.org/W2226993007","https://openalex.org/W2522932917","https://openalex.org/W2563540017","https://openalex.org/W2611224710","https://openalex.org/W2618530766","https://openalex.org/W2743386497","https://openalex.org/W2744312841","https://openalex.org/W2772121594","https://openalex.org/W2777372517","https://openalex.org/W2777639606","https://openalex.org/W2806113867","https://openalex.org/W2807750997","https://openalex.org/W2953019935","https://openalex.org/W2960778947","https://openalex.org/W2964263004","https://openalex.org/W2990793844","https://openalex.org/W3003821665","https://openalex.org/W3003822472","https://openalex.org/W3043940359","https://openalex.org/W3101260521","https://openalex.org/W3107763902","https://openalex.org/W3200773589","https://openalex.org/W3207111975","https://openalex.org/W4210956562","https://openalex.org/W4225894738","https://openalex.org/W4282007837","https://openalex.org/W4286373137","https://openalex.org/W4387077799","https://openalex.org/W4387623795","https://openalex.org/W4390197653","https://openalex.org/W4399802472","https://openalex.org/W4400991490","https://openalex.org/W4404173140","https://openalex.org/W4404367255"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Data\u2010intensive":[0],"computing":[1],"tasks,":[2,75],"such":[3],"as":[4],"training":[5],"neural":[6,144],"networks,":[7,145],"are":[8],"fundamental":[9],"to":[10,31,102,130],"artificial":[11,153],"intelligence":[12],"applications":[13,155],"but":[14],"often":[15],"demand":[16],"substantial":[17],"energy":[18],"resources.":[19],"This":[20,133],"study":[21],"presents":[22],"a":[23,45,136],"novel":[24],"complementary":[25],"metal\u2010oxide\u2010semiconductor":[26],"(CMOS)\u2010based":[27],"memcapacitor":[28,43],"framework":[29,69],"designed":[30],"address":[32],"these":[33],"challenges":[34],"by":[35],"enabling":[36],"efficient":[37],"and":[38,58,82,109,141,156],"robust":[39,142],"neuromorphic":[40,164],"computing.":[41,165],"Utilizing":[42],"devices,":[44],"crossbar":[46],"array":[47],"that":[48],"performs":[49],"parallel":[50],"vector\u2010matrix":[51],"multiplication":[52],"operations,":[53],"validated":[54],"through":[55],"cadence":[56],"simulations":[57],"implemented":[59],"in":[60,79,84,123,152,163],"python":[61],"for":[62,138,149,160],"scalable":[63],"accelerator":[64],"design,":[65],"is":[66,93],"developed.":[67],"The":[68,115],"demonstrates":[70],"outstanding":[71],"performance":[72],"across":[73],"classification":[74,125],"achieving":[76],"98.4%":[77],"accuracy":[78],"digit":[80],"recognition":[81],"85.9%":[83],"object":[85],"recognition.":[86],"A":[87],"key":[88],"aspect":[89],"of":[90,120],"this":[91],"research":[92],"its":[94],"focus":[95],"on":[96],"real\u2010world":[97],"fabrication":[98],"nonidealities,":[99],"including":[100],"up":[101],"30%":[103],"device":[104],"parameter":[105],"variations,":[106],"ensuring":[107],"robustness":[108],"reliability":[110],"under":[111],"practical":[112],"deployment":[113],"conditions.":[114],"results":[116],"emphasize":[117],"the":[118,147,158],"effectiveness":[119],"capacitance\u2010based":[121],"systems":[122,151],"handling":[124],"tasks":[126],"while":[127],"demonstrating":[128],"resilience":[129],"fabrication\u2010induced":[131],"variations.":[132],"work":[134],"establishes":[135],"foundation":[137],"scalable,":[139],"energy\u2010efficient,":[140],"memcapacitor\u2010based":[143],"advancing":[146],"potential":[148],"intelligent":[150],"intelligence\u2010driven":[154],"paving":[157],"way":[159],"future":[161],"innovations":[162]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}