{"id":"https://openalex.org/W3092425424","doi":"https://doi.org/10.1109/ecctd49232.2020.9218298","title":"Efficient Implementation of Memristor Cellular Nonlinear Networks using Stochastic Computing","display_name":"Efficient Implementation of Memristor Cellular Nonlinear Networks using Stochastic Computing","publication_year":2020,"publication_date":"2020-09-01","ids":{"openalex":"https://openalex.org/W3092425424","doi":"https://doi.org/10.1109/ecctd49232.2020.9218298","mag":"3092425424"},"language":"en","primary_location":{"id":"doi:10.1109/ecctd49232.2020.9218298","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecctd49232.2020.9218298","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 European Conference on Circuit Theory and Design (ECCTD)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5057751111","display_name":"Oscar Camps","orcid":"https://orcid.org/0000-0003-0068-3422"},"institutions":[{"id":"https://openalex.org/I4210151758","display_name":"Fundaci\u00f3 Universitat-Empresa de les Illes Balears","ror":"https://ror.org/04r79j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I4210151758"]},{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Oscar Camps","raw_affiliation_strings":["Physics Department, Universitat de les Illes Balears, Palma, SPAIN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Physics Department, Universitat de les Illes Balears, Palma, SPAIN","institution_ids":["https://openalex.org/I4210151758","https://openalex.org/I50441567"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035936904","display_name":"Stavros G. Stavrinides","orcid":"https://orcid.org/0000-0001-8484-1402"},"institutions":[{"id":"https://openalex.org/I183898223","display_name":"International Hellenic University","ror":"https://ror.org/00708jp83","country_code":"GR","type":"education","lineage":["https://openalex.org/I183898223"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Stavros G. Stavrinides","raw_affiliation_strings":["School of Science and Technology, International Hellenic University, Thessaloniki, GREECE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science and Technology, International Hellenic University, Thessaloniki, GREECE","institution_ids":["https://openalex.org/I183898223"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069991688","display_name":"Rodrigo Picos","orcid":"https://orcid.org/0000-0002-9167-6422"},"institutions":[{"id":"https://openalex.org/I4210151758","display_name":"Fundaci\u00f3 Universitat-Empresa de les Illes Balears","ror":"https://ror.org/04r79j859","country_code":"ES","type":"education","lineage":["https://openalex.org/I4210151758"]},{"id":"https://openalex.org/I50441567","display_name":"Universitat de les Illes Balears","ror":"https://ror.org/03e10x626","country_code":"ES","type":"education","lineage":["https://openalex.org/I50441567"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Rodrigo Picos","raw_affiliation_strings":["Physics Department, Universitat de les Illes Balears, Palma, SPAIN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Physics Department, Universitat de les Illes Balears, Palma, SPAIN","institution_ids":["https://openalex.org/I4210151758","https://openalex.org/I50441567"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5048,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.90085904,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9998999834060669,"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":0.9998999834060669,"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/T11347","display_name":"Neural Networks Stability and Synchronization","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10581","display_name":"Neural dynamics and brain function","score":0.9907000064849854,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive 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":0.94159996509552},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7963487505912781},{"id":"https://openalex.org/keywords/cellular-neural-network","display_name":"Cellular neural network","score":0.6969736218452454},{"id":"https://openalex.org/keywords/stochastic-computing","display_name":"Stochastic computing","score":0.6317227482795715},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.6045229434967041},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.5643601417541504},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.5346630811691284},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.45922771096229553},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3817495107650757},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3576003909111023},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.35309287905693054},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34485960006713867},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.27299219369888306},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2512122392654419},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.1667824685573578},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0734662413597107}],"concepts":[{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.94159996509552},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7963487505912781},{"id":"https://openalex.org/C812465","wikidata":"https://www.wikidata.org/wiki/Q5058375","display_name":"Cellular neural network","level":3,"score":0.6969736218452454},{"id":"https://openalex.org/C2780971903","wikidata":"https://www.wikidata.org/wiki/Q2933705","display_name":"Stochastic computing","level":3,"score":0.6317227482795715},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.6045229434967041},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.5643601417541504},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.5346630811691284},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.45922771096229553},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3817495107650757},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3576003909111023},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.35309287905693054},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34485960006713867},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.27299219369888306},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2512122392654419},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.1667824685573578},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0734662413597107},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ecctd49232.2020.9218298","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecctd49232.2020.9218298","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 European Conference on Circuit Theory and Design (ECCTD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W434914829","https://openalex.org/W1497734534","https://openalex.org/W2112181056","https://openalex.org/W2149798743","https://openalex.org/W2160121923","https://openalex.org/W2162651880","https://openalex.org/W2166029726","https://openalex.org/W2497735908","https://openalex.org/W2518087787","https://openalex.org/W2519109807","https://openalex.org/W2559673105","https://openalex.org/W2808196478","https://openalex.org/W2808349160","https://openalex.org/W2977266164","https://openalex.org/W3014291826"],"related_works":["https://openalex.org/W2582906043","https://openalex.org/W4288917018","https://openalex.org/W3021750181","https://openalex.org/W2052888871","https://openalex.org/W2782572599","https://openalex.org/W2753188468","https://openalex.org/W4226092179","https://openalex.org/W4306791972","https://openalex.org/W3092425424","https://openalex.org/W3212867030"],"abstract_inverted_index":{"Cellular":[0],"Nonlinear":[1],"Networks":[2],"(CNN)":[3],"were":[4],"intro-duced":[5],"by":[6],"Leon":[7],"Chua":[8],"and":[9,14,34],"Lin":[10],"Yang":[11],"in":[12,59,128],"1988,":[13],"are":[15,83],"shown":[16],"to":[17,52,69,96,125],"be":[18],"a":[19,50,60,71,76,98,129],"very":[20],"powerful":[21],"parallel":[22],"computing":[23],"architecture.":[24],"Later":[25],"on,":[26],"CNN":[27,99],"have":[28,93],"been":[29,47],"designed":[30],"using":[31,67,85],"the":[32,40,54,81,114,117],"processing":[33,57],"memory":[35],"capabilities":[36],"of":[37,56,90,120],"memristors.":[38],"On":[39],"other":[41],"hand,":[42],"Stochastic":[43],"Computing":[44],"(SC)":[45],"has":[46],"proposed":[48],"as":[49],"way":[51],"reduce":[53],"number":[55,119],"elements":[58,122],"circuits.":[61],"In":[62],"this":[63],"work,":[64],"we":[65,74,92],"propose":[66],"SC":[68],"implement":[70,126],"CNN.":[72],"Specifically,":[73],"choose":[75],"memristor-based":[77],"CNN,":[78],"where":[79],"all":[80],"operations":[82],"done":[84],"SC.":[86],"As":[87],"an":[88],"example":[89],"application,":[91],"used":[94],"Matlab":[95],"create":[97],"that":[100],"performs":[101],"edge":[102],"detection":[103],"on":[104],"512\u00d7512":[105],"grey-scale":[106],"images.":[107],"Results":[108],"show":[109],"excellent":[110],"capability,":[111],"while":[112],"at":[113],"same":[115],"time":[116],"low":[118,130],"needed":[121],"will":[123],"allow":[124],"it":[127],"cost":[131],"FPGA-based":[132],"system.":[133]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":6}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}