{"id":"https://openalex.org/W4414988458","doi":"https://doi.org/10.1002/itl2.70093","title":"Neural Network Modeling Based on Multimodal <scp>IIoT</scp> Sensing Data: Psychological Stress Assessment and Industrial Human\u2010Machine Collaboration Early Warning System for University Students","display_name":"Neural Network Modeling Based on Multimodal <scp>IIoT</scp> Sensing Data: Psychological Stress Assessment and Industrial Human\u2010Machine Collaboration Early Warning System for University Students","publication_year":2025,"publication_date":"2025-08-15","ids":{"openalex":"https://openalex.org/W4414988458","doi":"https://doi.org/10.1002/itl2.70093"},"language":"en","primary_location":{"id":"doi:10.1002/itl2.70093","is_oa":false,"landing_page_url":"https://doi.org/10.1002/itl2.70093","pdf_url":null,"source":{"id":"https://openalex.org/S4210238311","display_name":"Internet Technology Letters","issn_l":"2476-1508","issn":["2476-1508"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Internet Technology Letters","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/A5100420388","display_name":"Hong Chen","orcid":"https://orcid.org/0000-0001-7799-4961"},"institutions":[{"id":"https://openalex.org/I4210098034","display_name":"Key Laboratory of Guangdong Province","ror":"https://ror.org/00swtqp09","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210098034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Shao Hong","raw_affiliation_strings":["School of Accounting Guangzhou Huashang College  Guangzhou Guangdong Province China","School of Accounting, Guangzhou Huashang College, Guangzhou, Guangdong Province, China"],"affiliations":[{"raw_affiliation_string":"School of Accounting Guangzhou Huashang College  Guangzhou Guangdong Province China","institution_ids":["https://openalex.org/I4210098034"]},{"raw_affiliation_string":"School of Accounting, Guangzhou Huashang College, Guangzhou, Guangdong Province, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011417890","display_name":"Zhong Chun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210165365","display_name":"Guangzhou Research and Creativity Biotechnology (China)","ror":"https://ror.org/05n9k9z81","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210165365"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhong Chun","raw_affiliation_strings":["School of Creativity and Design Guangzhou Huashang College  Guangzhou Guangdong Province China","School of Creativity and Design, Guangzhou Huashang College, Guangzhou, Guangdong Province, China"],"affiliations":[{"raw_affiliation_string":"School of Creativity and Design Guangzhou Huashang College  Guangzhou Guangdong Province China","institution_ids":["https://openalex.org/I4210165365"]},{"raw_affiliation_string":"School of Creativity and Design, Guangzhou Huashang College, Guangzhou, Guangdong Province, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5011417890"],"corresponding_institution_ids":["https://openalex.org/I4210165365"],"apc_list":{"value":2630,"currency":"USD","value_usd":2630},"apc_paid":null,"fwci":1.6044,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86713297,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"8","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9977999925613403,"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":0.9977999925613403,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9915000200271606,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/feature","display_name":"Feature (linguistics)","score":0.5425999760627747},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5375000238418579},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.5281999707221985},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.45590001344680786},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.4431000053882599},{"id":"https://openalex.org/keywords/alarm","display_name":"ALARM","score":0.4203999936580658},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.41679999232292175},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4147999882698059}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5756000280380249},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5425999760627747},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5375000238418579},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.5281999707221985},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.45590001344680786},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.4431000053882599},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4352000057697296},{"id":"https://openalex.org/C2779119184","wikidata":"https://www.wikidata.org/wiki/Q294350","display_name":"ALARM","level":2,"score":0.4203999936580658},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.41679999232292175},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41510000824928284},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4147999882698059},{"id":"https://openalex.org/C2779296788","wikidata":"https://www.wikidata.org/wiki/Q5326904","display_name":"Early warning system","level":3,"score":0.3799000084400177},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.3781999945640564},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.36719998717308044},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3393000066280365},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.3375000059604645},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3246999979019165},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2946000099182129},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.26600000262260437},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2639000117778778},{"id":"https://openalex.org/C2780015598","wikidata":"https://www.wikidata.org/wiki/Q3500368","display_name":"Psychological stress","level":2,"score":0.2635999917984009},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2624000012874603},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.25540000200271606},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2547999918460846},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2542000114917755},{"id":"https://openalex.org/C118324377","wikidata":"https://www.wikidata.org/wiki/Q2633203","display_name":"Psychological evaluation","level":2,"score":0.2524999976158142},{"id":"https://openalex.org/C104122410","wikidata":"https://www.wikidata.org/wiki/Q1416406","display_name":"Network model","level":2,"score":0.25040000677108765}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/itl2.70093","is_oa":false,"landing_page_url":"https://doi.org/10.1002/itl2.70093","pdf_url":null,"source":{"id":"https://openalex.org/S4210238311","display_name":"Internet Technology Letters","issn_l":"2476-1508","issn":["2476-1508"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Internet Technology Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W3167356763","https://openalex.org/W3214148834","https://openalex.org/W4200100979","https://openalex.org/W4252741040","https://openalex.org/W4315783030","https://openalex.org/W4386838063","https://openalex.org/W4391678060","https://openalex.org/W4394627364","https://openalex.org/W4400042137","https://openalex.org/W4400617985","https://openalex.org/W4400849744","https://openalex.org/W4401509320","https://openalex.org/W4401726448","https://openalex.org/W4403360863","https://openalex.org/W4404847941","https://openalex.org/W4406812268"],"related_works":[],"abstract_inverted_index":{"ABSTRACT":[0],"With":[1],"the":[2,23],"rapid":[3],"development":[4],"of":[5,8,25],"industrial":[6],"Internet":[7],"Things":[9],"(IIoT),":[10],"its":[11],"educational":[12],"applications":[13],"extend":[14],"from":[15],"equipment":[16],"monitoring":[17],"to":[18,74],"mental":[19,167],"health":[20,168],"management.":[21],"Addressing":[22],"limitations":[24],"traditional":[26],"methods":[27],"(e.g.,":[28,79,150],"subjective":[29],"self\u2010assessment":[30],"scales)":[31],"in":[32,85,165],"real\u2010time":[33],"psychological":[34],"stress":[35,130,153],"evaluation,":[36],"this":[37],"paper":[38],"proposes":[39],"a":[40,60,70,89,125,143],"neural":[41],"network":[42,92],"integrating":[43],"multimodal":[44],"IIoT":[45],"data\u2014physiological":[46],"signals":[47,82],"(EEG,":[48],"HRV),":[49],"behavioral":[50],"data":[51,77],"(expression,":[52],"gesture),":[53],"and":[54,63,88,116,142,170],"interaction":[55,173],"logs":[56],"(text,":[57],"clickstream)\u2014to":[58],"build":[59],"dynamic":[61],"fusion":[62,91],"lightweight":[64],"warning":[65],"system.":[66],"The":[67],"model":[68,121],"employs":[69],"cross\u2010modal":[71],"attention":[72],"mechanism":[73],"adaptively":[75],"allocate":[76],"weights":[78],"prioritizing":[80],"EEG":[81],"by":[83,155],"58%":[84],"exam":[86],"scenarios)":[87],"tensor":[90],"(TFN)":[93],"for":[94,157],"feature":[95,114],"extraction.":[96],"An":[97],"edge\u2010cloud":[98],"collaborative":[99],"framework":[100],"based":[101],"on":[102,124],"federated":[103],"learning":[104],"enhances":[105],"generalization":[106],"while":[107],"ensuring":[108],"privacy":[109,118],"through":[110],"AES\u2010256":[111],"encryption,":[112],"local":[113],"preprocessing,":[115],"differential":[117],"protections":[119],"during":[120],"updates.":[122],"Experiments":[123],"campus":[126],"dataset":[127],"show":[128],"89.2%":[129],"classification":[131],"accuracy":[132],"(10.7%":[133],"higher":[134],"than":[135],"unimodal":[136],"approaches),":[137],"sub\u2010105":[138],"ms":[139],"alert":[140],"latency,":[141],"4.7%":[144],"false":[145],"alarm":[146],"rate.":[147],"Personalized":[148],"interventions":[149],"counseling)":[151],"improved":[152],"alleviation":[154],"61.7%":[156],"moderate\u2010to\u2010severe":[158],"cases.":[159],"This":[160],"study":[161],"advances":[162],"IIoT's":[163],"role":[164],"intelligent":[166],"management":[169],"adaptive":[171],"human\u2010computer":[172],"systems.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}