{"id":"https://openalex.org/W4286581931","doi":"https://doi.org/10.1109/jiot.2022.3189407","title":"Memristive Recurrent Neural Network Circuit for Fast Solving Equality-Constrained Quadratic Programming With Parallel Operation","display_name":"Memristive Recurrent Neural Network Circuit for Fast Solving Equality-Constrained Quadratic Programming With Parallel Operation","publication_year":2022,"publication_date":"2022-07-22","ids":{"openalex":"https://openalex.org/W4286581931","doi":"https://doi.org/10.1109/jiot.2022.3189407"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2022.3189407","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2022.3189407","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"},"type":"article","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/A5052210009","display_name":"Qinghui Hong","orcid":"https://orcid.org/0000-0002-6210-6033"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qinghui Hong","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102899584","display_name":"Lanxin Yang","orcid":"https://orcid.org/0000-0002-7833-2553"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lanxin Yang","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024965739","display_name":"Sichun Du","orcid":"https://orcid.org/0000-0002-4718-8042"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sichun Du","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100343657","display_name":"Ya Li","orcid":"https://orcid.org/0000-0002-3351-7909"},"institutions":[{"id":"https://openalex.org/I4210122543","display_name":"Guangdong Polytechnic Normal University","ror":"https://ror.org/02pcb5m77","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210122543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ya Li","raw_affiliation_strings":["School of Electronics and Information Engineering, Guangdong Polytechnic Normal University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Guangdong Polytechnic Normal University, Guangzhou, China","institution_ids":["https://openalex.org/I4210122543"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5052210009"],"corresponding_institution_ids":["https://openalex.org/I16609230"],"apc_list":null,"apc_paid":null,"fwci":1.7378,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.84138249,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"9","issue":"23","first_page":"24560","last_page":"24571"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9995999932289124,"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":0.9995999932289124,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","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"}},{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9758999943733215,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7997733354568481},{"id":"https://openalex.org/keywords/memristor","display_name":"Memristor","score":0.7735399007797241},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6837592124938965},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5693104267120361},{"id":"https://openalex.org/keywords/quadratic-programming","display_name":"Quadratic programming","score":0.5460843443870544},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.513191282749176},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.33901509642601013},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.26082056760787964},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.21218708157539368},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20439288020133972},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.1456279456615448},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09856581687927246}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7997733354568481},{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.7735399007797241},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6837592124938965},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5693104267120361},{"id":"https://openalex.org/C81845259","wikidata":"https://www.wikidata.org/wiki/Q290117","display_name":"Quadratic programming","level":2,"score":0.5460843443870544},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.513191282749176},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.33901509642601013},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.26082056760787964},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.21218708157539368},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20439288020133972},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.1456279456615448},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09856581687927246},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2022.3189407","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2022.3189407","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.800000011920929,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G2430261878","display_name":null,"funder_award_id":"2021JJ40111","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"},{"id":"https://openalex.org/G4643428911","display_name":null,"funder_award_id":"2020JJ4221","funder_id":"https://openalex.org/F4320322843","funder_display_name":"Natural Science Foundation of\u00a0Hunan Province"},{"id":"https://openalex.org/G5690989117","display_name":null,"funder_award_id":"62001163","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322843","display_name":"Natural Science Foundation of\u00a0Hunan Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1484735710","https://openalex.org/W1669104078","https://openalex.org/W2014530379","https://openalex.org/W2076414975","https://openalex.org/W2094206629","https://openalex.org/W2130317597","https://openalex.org/W2147898188","https://openalex.org/W2167026080","https://openalex.org/W2216549247","https://openalex.org/W2555417724","https://openalex.org/W2557023133","https://openalex.org/W2590586286","https://openalex.org/W2616170934","https://openalex.org/W2751904527","https://openalex.org/W2765999776","https://openalex.org/W2799615061","https://openalex.org/W2800675542","https://openalex.org/W2891123429","https://openalex.org/W2894293853","https://openalex.org/W2900084877","https://openalex.org/W2912576231","https://openalex.org/W2916014425","https://openalex.org/W2919009917","https://openalex.org/W2984035125","https://openalex.org/W3000584390","https://openalex.org/W3001603359","https://openalex.org/W3016097478","https://openalex.org/W3016177110","https://openalex.org/W3023192521","https://openalex.org/W3037951940","https://openalex.org/W3090991599","https://openalex.org/W3095933406","https://openalex.org/W3095983813","https://openalex.org/W3126188815","https://openalex.org/W3153176788","https://openalex.org/W4240618854"],"related_works":["https://openalex.org/W4229452466","https://openalex.org/W2966276069","https://openalex.org/W2304829496","https://openalex.org/W2358307108","https://openalex.org/W3031124155","https://openalex.org/W2463286374","https://openalex.org/W2052332160","https://openalex.org/W2204001882","https://openalex.org/W190448578","https://openalex.org/W2377121108"],"abstract_inverted_index":{"Equality-constrained":[0],"quadratic":[1],"programming":[2],"(QP)":[3],"has":[4,34,153,164],"been":[5,36],"one":[6],"of":[7,17,78,159],"the":[8,15,30,51,76,104,127,139,151,157],"most":[9],"basic":[10],"and":[11,27,73],"typical":[12],"problems":[13],"in":[14,32,39,54,108,119,167],"Internet":[16],"Things":[18],"domain.":[19],"In":[20],"big":[21],"data":[22],"scenarios,":[23],"how":[24],"to":[25],"quickly":[26],"accurately":[28],"solve":[29,50,103],"problem":[31,53,107,128],"hardware":[33],"not":[35],"realized.":[37],"Therefore,":[38],"this":[40,79],"article,":[41],"a":[42,60,81],"memristive":[43,62],"recurrent":[44],"neural":[45,83,140],"circuit":[46,85,101,141,152],"that":[47,67,91,126],"can":[48,68,92,102,129],"parallel":[49,71,98],"QP":[52,106],"real":[55],"time":[56,169],"is":[57,65,89,145],"proposed.":[58],"First,":[59],"new":[61,82],"synaptic":[63],"array":[64],"designed":[66,90],"simultaneously":[69],"implement":[70],"reading":[72],"writing.":[74],"On":[75],"basis":[77],"structure,":[80],"network":[84],"based":[86],"on":[87,136,143],"memristor":[88,116],"perform":[93],"large-scale":[94],"recursive":[95],"operations":[96],"by":[97,111],"methods.":[99],"This":[100],"equality-constrained":[105],"different":[109],"situations":[110],"using":[112],"such":[113],"real-time":[114],"programmable":[115],"arrays":[117],"processing":[118,168],"memory.":[120],"The":[121],"PSpice":[122],"simulation":[123],"results":[124],"show":[125],"be":[130],"solved":[131],"with":[132,147,171],"99.8%":[133],"precision.":[134,149],"Based":[135],"practical":[137],"verification,":[138],"experiment":[142],"PCB":[144],"presented":[146],"97.34%":[148],"Moreover,":[150],"good":[154],"robustness":[155],"under":[156],"interference":[158],"weight":[160],"value.":[161],"And,":[162],"it":[163],"an":[165],"advantage":[166],"compared":[170],"FPGA.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
