{"id":"https://openalex.org/W4390970567","doi":"https://doi.org/10.1109/biocas58349.2023.10388528","title":"NMBNN: Noise-Adaptive Memristive Bayesian Neural Network for Energy-Efficient Edge Health Care","display_name":"NMBNN: Noise-Adaptive Memristive Bayesian Neural Network for Energy-Efficient Edge Health Care","publication_year":2023,"publication_date":"2023-10-19","ids":{"openalex":"https://openalex.org/W4390970567","doi":"https://doi.org/10.1109/biocas58349.2023.10388528"},"language":"en","primary_location":{"id":"doi:10.1109/biocas58349.2023.10388528","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/biocas58349.2023.10388528","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Biomedical Circuits and Systems Conference (BioCAS)","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/A5046275184","display_name":"Hanrui Li","orcid":"https://orcid.org/0000-0001-6447-4211"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]},{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["CN","SA"],"is_corresponding":false,"raw_author_name":"Hanrui Li","raw_affiliation_strings":["KAUST,SAMA Labs,CEMSE Department,Thuwal,Saudi Arabia,23955-6900","CenBRAIN Neurotech, School of Engineering, Westlake University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAUST,SAMA Labs,CEMSE Department,Thuwal,Saudi Arabia,23955-6900","institution_ids":["https://openalex.org/I71920554"]},{"raw_affiliation_string":"CenBRAIN Neurotech, School of Engineering, Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009667181","display_name":"Fengshi Tian","orcid":"https://orcid.org/0000-0003-1304-5593"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengshi Tian","raw_affiliation_strings":["Westlake University,CenBRAIN Neurotech, School of Engineering,Hangzhou,China,310030"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Westlake University,CenBRAIN Neurotech, School of Engineering,Hangzhou,China,310030","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007036605","display_name":"Jie Yang","orcid":"https://orcid.org/0000-0002-4148-0042"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Yang","raw_affiliation_strings":["Westlake University,CenBRAIN Neurotech, School of Engineering,Hangzhou,China,310030"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Westlake University,CenBRAIN Neurotech, School of Engineering,Hangzhou,China,310030","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082509767","display_name":"Mohamad Sawan","orcid":"https://orcid.org/0000-0002-4137-7272"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mohamad Sawan","raw_affiliation_strings":["Westlake University,CenBRAIN Neurotech, School of Engineering,Hangzhou,China,310030"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Westlake University,CenBRAIN Neurotech, School of Engineering,Hangzhou,China,310030","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003016123","display_name":"Nazek El\u2010Atab","orcid":"https://orcid.org/0000-0002-2296-2003"},"institutions":[{"id":"https://openalex.org/I71920554","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38","country_code":"SA","type":"education","lineage":["https://openalex.org/I71920554"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nazek El-Atab","raw_affiliation_strings":["KAUST,SAMA Labs,CEMSE Department,Thuwal,Saudi Arabia,23955-6900"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAUST,SAMA Labs,CEMSE Department,Thuwal,Saudi Arabia,23955-6900","institution_ids":["https://openalex.org/I71920554"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9991000294685364,"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":0.9991000294685364,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9962000250816345,"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"}},{"id":"https://openalex.org/T12676","display_name":"Machine Learning and ELM","score":0.991599977016449,"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/artificial-neural-network","display_name":"Artificial neural network","score":0.6747852563858032},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.6361895799636841},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5769540071487427},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5731178522109985},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5243188142776489},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.42633116245269775},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3200024962425232},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11614853143692017}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6747852563858032},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.6361895799636841},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5769540071487427},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5731178522109985},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5243188142776489},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.42633116245269775},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3200024962425232},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11614853143692017},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"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":2,"locations":[{"id":"doi:10.1109/biocas58349.2023.10388528","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/biocas58349.2023.10388528","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Biomedical Circuits and Systems Conference (BioCAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:publications.polymtl.ca:74187","is_oa":false,"landing_page_url":"https://publications.polymtl.ca/74187/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401013","display_name":"PolyPublie (\u00c9cole Polytechnique de Montr\u00e9al)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45683168","host_organization_name":"Polytechnique Montr\u00e9al","host_organization_lineage":["https://openalex.org/I45683168"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Communication de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8500000238418579,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322320","display_name":"King Abdullah University of Science and Technology","ror":"https://ror.org/01q3tbs38"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2081076322","https://openalex.org/W2086322904","https://openalex.org/W2160704933","https://openalex.org/W2761387400","https://openalex.org/W2805362231","https://openalex.org/W2990491261","https://openalex.org/W3001813906","https://openalex.org/W3044192339","https://openalex.org/W3106865607","https://openalex.org/W3112740243","https://openalex.org/W3121645793","https://openalex.org/W3186745756","https://openalex.org/W4283015808","https://openalex.org/W4306409858","https://openalex.org/W4309423061","https://openalex.org/W4317721859","https://openalex.org/W4376637915","https://openalex.org/W4377971387","https://openalex.org/W6684488266"],"related_works":["https://openalex.org/W2391251536","https://openalex.org/W2465918047","https://openalex.org/W2362198218","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2375008505","https://openalex.org/W2086348228","https://openalex.org/W2350679292","https://openalex.org/W1982750869","https://openalex.org/W2113077220"],"abstract_inverted_index":{"Energy-efficient":[0],"and":[1,79,91,137],"noisy-adaptive":[2],"signal":[3],"processing":[4,96],"system":[5],"are":[6],"in":[7,41,52,98],"high":[8],"demand":[9],"of":[10,38,49,64,69,85,116,133],"edge":[11],"biomedical":[12],"applications.":[13,30],"In":[14,101],"this":[15],"paper,":[16],"we":[17,108],"present":[18],"a":[19,46,89],"Noise-Adaptive":[20],"Memristive":[21],"Bayesian":[22,53],"Neural":[23,54],"Network":[24],"(NMBNN)":[25],"architecture":[26,59],"for":[27],"various":[28],"biosignal":[29],"The":[31,57,121],"memristor":[32],"has":[33,130],"the":[34,61,67,82,105,110,126,131],"inherent":[35],"physical":[36],"property":[37],"exhibiting":[39],"variability":[40],"resistance,":[42],"which":[43],"makes":[44],"it":[45],"promising":[47],"candidate":[48],"uncertainty":[50],"weight":[51],"Networks":[55],"(BNN).":[56],"NMBNN":[58,87,128],"combines":[60],"noise-resilient":[62],"attributes":[63],"BNN":[65],"with":[66,81],"implementation":[68,80],"an":[70],"energy-efficient":[71,92],"RRAM":[72],"array.":[73],"By":[74],"utilizing":[75],"BNN\u2019s":[76],"probabilistic":[77],"predictions":[78],"conductance":[83],"fluctuations":[84],"memristors,":[86],"offers":[88],"robust":[90],"solution":[93],"adept":[94],"at":[95],"biosignals":[97],"noisy":[99],"environments.":[100],"order":[102],"to":[103,112],"evaluate":[104],"network":[106],"robustness,":[107],"conduct":[109],"experiments":[111],"introduce":[113],"multiple":[114],"types":[115],"noise":[117],"as":[118],"adversarial":[119],"sample.":[120],"experimental":[122],"results":[123],"indicate":[124],"that":[125],"proposed":[127],"approach":[129],"advantages":[132],"being":[134],"both":[135],"noise-adaptive":[136],"energy-efficient.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
