{"id":"https://openalex.org/W4385576734","doi":"https://doi.org/10.3233/jifs-232256","title":"Applying deep learning to wireless sensor networks for monitoring students\u2019 emotion in high schools","display_name":"Applying deep learning to wireless sensor networks for monitoring students\u2019 emotion in high schools","publication_year":2023,"publication_date":"2023-08-04","ids":{"openalex":"https://openalex.org/W4385576734","doi":"https://doi.org/10.3233/jifs-232256"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-232256","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-232256","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","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/A5078143517","display_name":"L\u00ea Quang Th\u1ea3o","orcid":"https://orcid.org/0000-0001-7232-6702"},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]},{"id":"https://openalex.org/I67868205","display_name":"VNU University of Science","ror":"https://ror.org/05w54hk79","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841","https://openalex.org/I67868205"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Le Quang Thao","raw_affiliation_strings":["Faculty of Physics, VNU University of Science, Hanoi, Vietnam","Vietnam National University, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"Faculty of Physics, VNU University of Science, Hanoi, Vietnam","institution_ids":["https://openalex.org/I67868205"]},{"raw_affiliation_string":"Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037256230","display_name":"Nguyen Thi Bich Diep","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Nguyen Thi Bich Diep","raw_affiliation_strings":["Ivycation Company, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"Ivycation Company, Hanoi, Vietnam","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052657491","display_name":"Ngo Chi Bach","orcid":null},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]},{"id":"https://openalex.org/I67868205","display_name":"VNU University of Science","ror":"https://ror.org/05w54hk79","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841","https://openalex.org/I67868205"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Ngo Chi Bach","raw_affiliation_strings":["Faculty of Physics, VNU University of Science, Hanoi, Vietnam","Vietnam National University, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"Faculty of Physics, VNU University of Science, Hanoi, Vietnam","institution_ids":["https://openalex.org/I67868205"]},{"raw_affiliation_string":"Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018428525","display_name":"Duong Duc Cuong","orcid":null},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Duong Duc Cuong","raw_affiliation_strings":["Vietnam National University, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"Vietnam National University, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104238380","display_name":"Le Khanh Linh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Le Khanh Linh","raw_affiliation_strings":["Reigate Grammar School of Vietnam, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"Reigate Grammar School of Vietnam, Hanoi, Vietnam","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070124062","display_name":"Nguyen Viet Linh","orcid":"https://orcid.org/0000-0001-9444-3627"},"institutions":[{"id":"https://openalex.org/I4210100829","display_name":"Le Hong Phong High School for the Gifted","ror":"https://ror.org/014028r32","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210100829"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Nguyen Viet Linh","raw_affiliation_strings":["Hanoi-Amsterdam High School for the Gifted, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"Hanoi-Amsterdam High School for the Gifted, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210100829"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092596969","display_name":"Tran Ngoc Bao Linh","orcid":null},"institutions":[{"id":"https://openalex.org/I4210100829","display_name":"Le Hong Phong High School for the Gifted","ror":"https://ror.org/014028r32","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210100829"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Tran Ngoc Bao Linh","raw_affiliation_strings":["Nguyen Sieu School, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"Nguyen Sieu School, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210100829"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5037256230","https://openalex.org/A5078143517"],"corresponding_institution_ids":["https://openalex.org/I177233841","https://openalex.org/I67868205"],"apc_list":null,"apc_paid":null,"fwci":0.2612,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.5825182,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"45","issue":"4","first_page":"6735","last_page":"6749"},"is_retracted":true,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9581000208854675,"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"}},"topics":[{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.9581000208854675,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9412000179290771,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9304999709129333,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/mean-squared-error","display_name":"Mean squared error","score":0.7984172701835632},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6755175590515137},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.6160397529602051},{"id":"https://openalex.org/keywords/vietnamese","display_name":"Vietnamese","score":0.5773401260375977},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5154229402542114},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5106604695320129},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5052345395088196},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5028905272483826},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4846116006374359},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.46358203887939453},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.426291286945343},{"id":"https://openalex.org/keywords/mean-absolute-error","display_name":"Mean absolute error","score":0.42071533203125},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.19090747833251953},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.12625470757484436},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.11641490459442139},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10931915044784546}],"concepts":[{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.7984172701835632},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6755175590515137},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.6160397529602051},{"id":"https://openalex.org/C103621254","wikidata":"https://www.wikidata.org/wiki/Q9199","display_name":"Vietnamese","level":2,"score":0.5773401260375977},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5154229402542114},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5106604695320129},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5052345395088196},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5028905272483826},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4846116006374359},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.46358203887939453},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.426291286945343},{"id":"https://openalex.org/C188154048","wikidata":"https://www.wikidata.org/wiki/Q6803609","display_name":"Mean absolute error","level":3,"score":0.42071533203125},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.19090747833251953},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.12625470757484436},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.11641490459442139},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10931915044784546},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-232256","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-232256","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.7699999809265137,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2791269559","https://openalex.org/W2900880305","https://openalex.org/W2945277023","https://openalex.org/W2969449770","https://openalex.org/W3008897609","https://openalex.org/W3014042342","https://openalex.org/W3017117334","https://openalex.org/W3031436417","https://openalex.org/W3046229056","https://openalex.org/W3100777112","https://openalex.org/W3126533132","https://openalex.org/W3129096424","https://openalex.org/W3161932960","https://openalex.org/W3162124648","https://openalex.org/W3184675501","https://openalex.org/W3186557066","https://openalex.org/W3198206641","https://openalex.org/W3213755621","https://openalex.org/W3215036901","https://openalex.org/W3216135661","https://openalex.org/W4207018908","https://openalex.org/W4221079563","https://openalex.org/W4225110287","https://openalex.org/W4281674262","https://openalex.org/W4284879499","https://openalex.org/W4285730342","https://openalex.org/W4311189848","https://openalex.org/W4313212053","https://openalex.org/W4323033518","https://openalex.org/W6775123367","https://openalex.org/W6790186909","https://openalex.org/W6848214894"],"related_works":["https://openalex.org/W4247388746","https://openalex.org/W2314720829","https://openalex.org/W3178576217","https://openalex.org/W4221063543","https://openalex.org/W4285794683","https://openalex.org/W4286256617","https://openalex.org/W4385195237","https://openalex.org/W4362673848","https://openalex.org/W4281799626","https://openalex.org/W4318676890"],"abstract_inverted_index":{"Vietnamese":[0],"students":[1],"are":[2,78],"facing":[3],"significant":[4],"academic":[5],"pressure":[6],"due":[7],"to":[8,15,22,55,82,105,124],"societal":[9],"and":[10,43,68,117,145],"familial":[11],"expectations,":[12],"which":[13],"leads":[14],"an":[16],"unfavorable":[17],"learning":[18,179],"environment.":[19,180],"We":[20],"aim":[21],"employ":[23],"a":[24,45,89,94,107,138,146,157,166,176],"temporary":[25],"spatial-temporal":[26],"stress":[27],"monitoring":[28],"system.":[29],"Using":[30],"Wireless":[31],"Sensor":[32],"Network":[33,98],"(WSN)":[34],"technology,":[35],"it":[36],"collects":[37],"data":[38],"on":[39],"students\u2019":[40,57],"emotional":[41,58,84,109,162],"states":[42,59],"incorporates":[44],"prediction":[46],"model,":[47],"\u201cReduce":[48],"Students\u2019":[49],"Stress":[50],"in":[51,72,80,174],"School\u201d":[52],"(R3":[53],"S),":[54],"detect":[56],"across":[60],"school":[61,169],"premises.":[62],"The":[63],"integration":[64],"of":[65,143,152,160],"R3":[66,134],"S":[67,135],"WSN":[69],"is":[70],"conducted":[71],"three":[73],"stages.":[74],"Initially,":[75],"sensor":[76],"nodes":[77],"deployed":[79],"schools":[81],"collect":[83],"data.":[85],"Subsequently,":[86],"we":[87,155],"introduce":[88],"novel":[90],"hybrid":[91],"model":[92,136],"combining":[93],"one-dimensional":[95],"Convolutional":[96],"Neural":[97],"with":[99],"Long":[100],"Short-Term":[101],"Memory":[102],"networks":[103],"(1D-CNN-LSTM)":[104],"generate":[106,156],"predictive":[108],"map.":[110],"This":[111,171],"model\u2019s":[112],"performance,":[113],"evaluated":[114],"using":[115],"RMSE":[116],"MAE":[118],"metrics,":[119],"shows":[120],"exceptional":[121],"precision":[122],"compared":[123],"other":[125],"LSTM":[126],"models.":[127],"When":[128],"predicting":[129],"the":[130,133],"\u201cstress\u201d":[131],"condition,":[132],"achieved":[137],"Mean":[139,148],"Absolute":[140],"Error":[141,150],"(MAE)":[142],"10.30":[144],"Root":[147],"Square":[149],"(RMSE)":[151],"0.041.":[153],"Lastly,":[154],"comprehensive":[158],"map":[159,172],"cumulative":[161],"conditions,":[163],"serving":[164],"as":[165],"guide":[167],"for":[168],"counselors.":[170],"aids":[173],"fostering":[175],"healthy,":[177],"conducive":[178]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-01-30T23:17:42.513302","created_date":"2025-10-10T00:00:00"}
