{"id":"https://openalex.org/W4405488006","doi":"https://doi.org/10.1109/tcsi.2024.3516325","title":"Memristor-Based Parallel Computing Circuit Optimization for LSTM Network Fault Diagnosis","display_name":"Memristor-Based Parallel Computing Circuit Optimization for LSTM Network Fault Diagnosis","publication_year":2024,"publication_date":"2024-12-17","ids":{"openalex":"https://openalex.org/W4405488006","doi":"https://doi.org/10.1109/tcsi.2024.3516325"},"language":"en","primary_location":{"id":"doi:10.1109/tcsi.2024.3516325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsi.2024.3516325","pdf_url":null,"source":{"id":"https://openalex.org/S116977442","display_name":"IEEE Transactions on Circuits and Systems I Regular Papers","issn_l":"1549-8328","issn":["1549-8328","1558-0806"],"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 Circuits and Systems I: Regular Papers","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/A5029822464","display_name":"Junwei Sun","orcid":"https://orcid.org/0000-0001-8518-5064"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junwei Sun","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8518-5064","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou, China","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021939029","display_name":"Yuhan Cao","orcid":"https://orcid.org/0000-0001-8830-7768"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhan Cao","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou, China","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101526925","display_name":"Yi Yue","orcid":"https://orcid.org/0009-0000-3064-3371"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Yue","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-3064-3371","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou, China","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048286444","display_name":"Shiping Wen","orcid":"https://orcid.org/0000-0002-5048-0319"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shiping Wen","raw_affiliation_strings":["Australian AI Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","Faculty of Engineering and Information Technology, Australian AI Institute, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-5048-0319","affiliations":[{"raw_affiliation_string":"Australian AI Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, Australian AI Institute, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":null,"display_name":"Yanfeng Wang","orcid":"https://orcid.org/0000-0002-8623-1111"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanfeng Wang","raw_affiliation_strings":["School of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-8623-1111","affiliations":[{"raw_affiliation_string":"School of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou, China","institution_ids":["https://openalex.org/I23171815"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.4616,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.93267373,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"72","issue":"2","first_page":"907","last_page":"917"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9796000123023987,"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":0.9796000123023987,"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/T12676","display_name":"Machine Learning and ELM","score":0.9776999950408936,"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/T14117","display_name":"Integrated Circuits and Semiconductor Failure Analysis","score":0.9569000005722046,"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/memristor","display_name":"Memristor","score":0.8897351026535034},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6476539373397827},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5308341383934021},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.37586912512779236},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.32770276069641113},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17486774921417236}],"concepts":[{"id":"https://openalex.org/C150072547","wikidata":"https://www.wikidata.org/wiki/Q212923","display_name":"Memristor","level":2,"score":0.8897351026535034},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6476539373397827},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5308341383934021},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.37586912512779236},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.32770276069641113},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17486774921417236},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsi.2024.3516325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsi.2024.3516325","pdf_url":null,"source":{"id":"https://openalex.org/S116977442","display_name":"IEEE Transactions on Circuits and Systems I Regular Papers","issn_l":"1549-8328","issn":["1549-8328","1558-0806"],"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 Circuits and Systems I: Regular Papers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.6000000238418579,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G2543684064","display_name":null,"funder_award_id":"222300420095","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6920054984","display_name":null,"funder_award_id":"62272424","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8003806351","display_name":null,"funder_award_id":"62276239","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W883434633","https://openalex.org/W1595159159","https://openalex.org/W2061438946","https://openalex.org/W2151554678","https://openalex.org/W2513917688","https://openalex.org/W3041675192","https://openalex.org/W3127120639","https://openalex.org/W3167519929","https://openalex.org/W3171191116","https://openalex.org/W3172280330","https://openalex.org/W3190534097","https://openalex.org/W4205363571","https://openalex.org/W4289823359","https://openalex.org/W4309040561","https://openalex.org/W4313141281","https://openalex.org/W4313175134","https://openalex.org/W4315650190","https://openalex.org/W4318407315","https://openalex.org/W4321106722","https://openalex.org/W4321609308","https://openalex.org/W4361986677","https://openalex.org/W4362592573","https://openalex.org/W4367721819","https://openalex.org/W4385696593","https://openalex.org/W4386918935","https://openalex.org/W4387706546","https://openalex.org/W4388145551","https://openalex.org/W4388240491","https://openalex.org/W4390706842","https://openalex.org/W4395028508","https://openalex.org/W4396712954","https://openalex.org/W4396817448","https://openalex.org/W4399146363","https://openalex.org/W4400680270","https://openalex.org/W4402626622","https://openalex.org/W4403600583","https://openalex.org/W6870900253"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","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"],"abstract_inverted_index":{"Researchers":[0],"often":[1],"focus":[2],"on":[3,136],"algorithmic":[4],"enhancements":[5],"while":[6],"overlooking":[7],"the":[8,33,37,39,42,46,52,70,74,105,113,118,125,128,137,148,157,172,185,192],"potential":[9],"benefits":[10],"of":[11,36,41,73,112,127,174,187,194],"hardware":[12,53,153],"improvements.":[13],"In":[14,30],"this":[15],"paper,":[16],"a":[17,97],"memristor-based":[18],"parallel":[19,77],"computing":[20],"circuit":[21,84,99,189],"optimization":[22],"for":[23,184],"LSTM":[24],"network":[25,100,179],"fault":[26,164],"diagnosis":[27,165],"is":[28,67],"proposed.":[29],"response":[31],"to":[32],"slow":[34],"convergence":[35,65],"algorithm,":[38,129],"characteristics":[40],"memristor":[43,98,152],"can":[44],"matrix":[45,78],"algorithm":[47],"and":[48,90,108,131,161],"import":[49],"it":[50],"into":[51,96],"circuit.":[54],"The":[55,64,144],"amnesia":[56,75],"parallelization":[57],"strategy":[58],"executes":[59],"four":[60,83],"iterative":[61,106],"processes":[62],"simultaneously.":[63],"speed":[66],"improved.":[68],"Using":[69],"high-speed":[71],"capability":[72],"in":[76,177,191],"operations":[79],"using":[80],"memristive":[81,175],"circuits,":[82],"modules":[85,93],"are":[86,94,121,134],"designed:mutation,":[87],"crossover,":[88],"evolution,":[89],"selection.":[91],"These":[92],"integrated":[95],"model.":[101],"To":[102,123],"efficiently":[103],"complete":[104],"process":[107],"make":[109],"effective":[110],"use":[111],"memristor\u2019s":[114],"strong":[115],"storage":[116],"property,":[117],"best-fit":[119],"values":[120],"stored.":[122],"validate":[124],"effectiveness":[126],"simulations":[130],"comparative":[132],"experiments":[133],"conducted":[135],"Case":[138],"Western":[139],"Reserve":[140],"University":[141],"(CWRU)":[142],"dataset.":[143],"results":[145],"show":[146],"that":[147],"model":[149],"optimised":[150],"with":[151],"circuitry":[154],"has":[155,162],"improved":[156],"accuracy":[158],"by":[159],"98%":[160],"better":[163],"performance.":[166],"This":[167],"research":[168],"not":[169],"only":[170],"advances":[171],"integration":[173],"devices":[176],"neural":[178],"optimization,":[180],"showcasing":[181],"significant":[182],"implications":[183],"design":[186],"advanced":[188],"systems":[190],"era":[193],"intelligent":[195],"computing.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":19}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}