{"id":"https://openalex.org/W4361986677","doi":"https://doi.org/10.1109/tce.2023.3263672","title":"EMSN: An Energy-Efficient Memristive Sequencer Network for Human Emotion Classification in Mental Health Monitoring","display_name":"EMSN: An Energy-Efficient Memristive Sequencer Network for Human Emotion Classification in Mental Health Monitoring","publication_year":2023,"publication_date":"2023-03-31","ids":{"openalex":"https://openalex.org/W4361986677","doi":"https://doi.org/10.1109/tce.2023.3263672"},"language":"en","primary_location":{"id":"doi:10.1109/tce.2023.3263672","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2023.3263672","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Consumer Electronics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://bura.brunel.ac.uk/bitstream/2438/26239/3/FullText.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103129268","display_name":"Xiaoyue Ji","orcid":"https://orcid.org/0000-0002-3526-5215"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoyue Ji","raw_affiliation_strings":["College of Electrical Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3526-5215","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061517548","display_name":"Zhekang Dong","orcid":"https://orcid.org/0000-0003-4639-3834"},"institutions":[{"id":"https://openalex.org/I50760025","display_name":"Hangzhou Dianzi University","ror":"https://ror.org/0576gt767","country_code":"CN","type":"education","lineage":["https://openalex.org/I50760025"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhekang Dong","raw_affiliation_strings":["School of Electronics and Information, Hangzhou Dianzi University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-4639-3834","affiliations":[{"raw_affiliation_string":"School of Electronics and Information, Hangzhou Dianzi University, Hangzhou, China","institution_ids":["https://openalex.org/I50760025"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103182094","display_name":"Yifeng Han","orcid":"https://orcid.org/0000-0001-5519-1770"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifeng Han","raw_affiliation_strings":["College of Electrical Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5519-1770","affiliations":[{"raw_affiliation_string":"College of Electrical Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022822400","display_name":"Chun Sing Lai","orcid":"https://orcid.org/0000-0002-4169-4438"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chun Sing Lai","raw_affiliation_strings":["Department of Electronic and Electrical Engineering, Brunel University London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-4169-4438","affiliations":[{"raw_affiliation_string":"Department of Electronic and Electrical Engineering, Brunel University London, London, U.K","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070444228","display_name":"Guangdong Zhou","orcid":"https://orcid.org/0000-0002-5824-9488"},"institutions":[{"id":"https://openalex.org/I142108993","display_name":"Southwest University","ror":"https://ror.org/01kj4z117","country_code":"CN","type":"education","lineage":["https://openalex.org/I142108993"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangdong Zhou","raw_affiliation_strings":["College of Artificial Intelligence, Southwest University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence, Southwest University, Chongqing, China","institution_ids":["https://openalex.org/I142108993"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066921930","display_name":"Donglian Qi","orcid":"https://orcid.org/0000-0002-6535-2221"},"institutions":[{"id":"https://openalex.org/I4210149102","display_name":"Sanya University","ror":"https://ror.org/04fa2qd52","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149102"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Donglian Qi","raw_affiliation_strings":["Hainan Institute, Zhejiang University, Sanya, China"],"raw_orcid":"https://orcid.org/0000-0002-6535-2221","affiliations":[{"raw_affiliation_string":"Hainan Institute, Zhejiang University, Sanya, China","institution_ids":["https://openalex.org/I4210149102","https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":14.4598,"has_fulltext":true,"cited_by_count":88,"citation_normalized_percentile":{"value":0.99514493,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"69","issue":"4","first_page":"1005","last_page":"1016"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9962999820709229,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9962999820709229,"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/T10667","display_name":"Emotion and Mood Recognition","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9904999732971191,"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/energy","display_name":"Energy (signal processing)","score":0.4925011098384857},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.4888569712638855},{"id":"https://openalex.org/keywords/human-health","display_name":"Human health","score":0.47181829810142517},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4551945924758911},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34241801500320435},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.23433566093444824},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13518887758255005},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.12391144037246704},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.10373550653457642},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.1010604202747345}],"concepts":[{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4925011098384857},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4888569712638855},{"id":"https://openalex.org/C2987857752","wikidata":"https://www.wikidata.org/wiki/Q12147","display_name":"Human health","level":2,"score":0.47181829810142517},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4551945924758911},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34241801500320435},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.23433566093444824},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13518887758255005},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.12391144037246704},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.10373550653457642},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.1010604202747345},{"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/tce.2023.3263672","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tce.2023.3263672","pdf_url":null,"source":{"id":"https://openalex.org/S126824455","display_name":"IEEE Transactions on Consumer Electronics","issn_l":"0098-3063","issn":["0098-3063","1558-4127"],"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 Consumer Electronics","raw_type":"journal-article"},{"id":"pmh:oai:bura.brunel.ac.uk:2438/26239","is_oa":true,"landing_page_url":"https://bura.brunel.ac.uk/handle/2438/26239","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/26239/3/FullText.pdf","source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:bura.brunel.ac.uk:2438/26239","is_oa":true,"landing_page_url":"https://bura.brunel.ac.uk/handle/2438/26239","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/26239/3/FullText.pdf","source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.7599999904632568,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G2037651650","display_name":null,"funder_award_id":"LQ21F010009","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G2312242135","display_name":null,"funder_award_id":"62001149","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/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4361986677.pdf","grobid_xml":"https://content.openalex.org/works/W4361986677.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W2112181056","https://openalex.org/W2160121923","https://openalex.org/W2514880363","https://openalex.org/W2900164843","https://openalex.org/W2909296529","https://openalex.org/W2940983946","https://openalex.org/W2960122749","https://openalex.org/W2966600828","https://openalex.org/W2972287232","https://openalex.org/W2980175391","https://openalex.org/W2990695486","https://openalex.org/W2995396423","https://openalex.org/W3035565904","https://openalex.org/W3044838443","https://openalex.org/W3044867770","https://openalex.org/W3092969547","https://openalex.org/W3104842364","https://openalex.org/W3128401974","https://openalex.org/W3158867032","https://openalex.org/W3167583064","https://openalex.org/W3178623678","https://openalex.org/W3183911933","https://openalex.org/W3200947677","https://openalex.org/W3211081651","https://openalex.org/W3217269745","https://openalex.org/W4205363571","https://openalex.org/W4211060574","https://openalex.org/W4226030837","https://openalex.org/W4226169731","https://openalex.org/W4229010634","https://openalex.org/W4283749433","https://openalex.org/W4285128459","https://openalex.org/W4286656399","https://openalex.org/W4295095061","https://openalex.org/W4295886340","https://openalex.org/W4296125247","https://openalex.org/W4312622622","https://openalex.org/W6790690058","https://openalex.org/W6810964969"],"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":{"Mental":[0],"health":[1,11,29,171],"problems":[2],"are":[3,73,86],"an":[4,44,56,77,167],"increasingly":[5],"common":[6],"social":[7],"issue":[8],"severely":[9],"affecting":[10],"and":[12,37,65,82,120,158],"well-being.":[13],"Multimedia":[14],"processing":[15],"technologies":[16],"via":[17],"facial":[18],"expression":[19],"show":[20],"appealing":[21],"prospects":[22],"in":[23,155,169],"the":[24,80,107,130,136,150],"consumer":[25,170],"field":[26],"for":[27,50,60,141],"mental":[28],"monitoring,":[30],"while":[31],"still":[32],"suffer":[33],"from":[34],"intensive":[35],"computation":[36],"low":[38,63],"energy":[39],"efficiency.":[40],"This":[41],"paper":[42],"proposes":[43],"energy-efficiency":[45],"memristive":[46,98],"sequencer":[47,93],"network":[48],"(EMSN)":[49],"human":[51,142],"emotion":[52,143],"classification,":[53],"which":[54,85],"offers":[55],"environmentally":[57],"friendly":[58],"approach":[59],"consumers":[61],"with":[62],"cost":[64],"easily":[66],"deployable":[67],"hardware.":[68],"Firstly,":[69],"two-dimensional":[70],"(2D)":[71],"materials":[72],"employed":[74],"to":[75,162],"construct":[76],"eco-friendly":[78],"memristor,":[79],"efficacy":[81],"reliability":[83],"of":[84,106,110],"confirmed":[87],"through":[88],"performance":[89],"testing.":[90],"Then,":[91],"a":[92,103,111],"block":[94],"is":[95,102,139],"proposed":[96,137,151],"using":[97],"circuits.":[99],"Notably,":[100],"it":[101],"core":[104],"component":[105],"EMSN,":[108],"consisting":[109],"bidirectional":[112],"long":[113],"short-term":[114],"memory":[115],"circuit,":[116],"normalisation":[117],"circuit":[118],"module,":[119],"multi-layer":[121],"perception":[122],"module.":[123],"After":[124],"combining":[125],"some":[126],"necessary":[127],"function":[128],"modules,":[129],"EMSN":[131,138,152],"can":[132],"be":[133],"achieved.":[134],"Furthermore,":[135],"applied":[140],"classification.":[144],"The":[145],"experimental":[146],"results":[147],"demonstrate":[148],"that":[149],"has":[153],"advantages":[154],"computational":[156],"efficiency":[157],"classification":[159],"accuracy":[160],"compared":[161],"existing":[163],"mainstream":[164],"methods,":[165],"indicating":[166],"advancement":[168],"monitoring.":[172]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":27},{"year":2024,"cited_by_count":44},{"year":2023,"cited_by_count":13}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
