{"id":"https://openalex.org/W4406038050","doi":"https://doi.org/10.1007/s00521-024-10737-7","title":"Stress detection based EEG under varying cognitive tasks using convolution neural network","display_name":"Stress detection based EEG under varying cognitive tasks using convolution neural network","publication_year":2025,"publication_date":"2025-01-03","ids":{"openalex":"https://openalex.org/W4406038050","doi":"https://doi.org/10.1007/s00521-024-10737-7"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-024-10737-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-10737-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10737-7.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10737-7.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076125763","display_name":"Heba M. Afify","orcid":"https://orcid.org/0000-0002-6279-0883"},"institutions":[{"id":"https://openalex.org/I27367753","display_name":"El Shorouk Academy","ror":"https://ror.org/025xjs150","country_code":"EG","type":"education","lineage":["https://openalex.org/I27367753"]},{"id":"https://openalex.org/I4210120363","display_name":"Higher Institute of Engineering","ror":"https://ror.org/02pyw9g57","country_code":"EG","type":"education","lineage":["https://openalex.org/I4210120363"]},{"id":"https://openalex.org/I4210134598","display_name":"Scientific Research Group in Egypt","ror":"https://ror.org/03rahtg67","country_code":"EG","type":"facility","lineage":["https://openalex.org/I4210134598"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Heba M. Afify","raw_affiliation_strings":["Scientific Research School of Egypt (SRSEG), Cairo, Egypt","Systems and Biomedical Engineering Department, Higher Institute of Engineering in Shorouk Academy, Al Shorouk City, Cairo, Egypt"],"raw_orcid":"https://orcid.org/0000-0002-6279-0883","affiliations":[{"raw_affiliation_string":"Scientific Research School of Egypt (SRSEG), Cairo, Egypt","institution_ids":["https://openalex.org/I4210134598"]},{"raw_affiliation_string":"Systems and Biomedical Engineering Department, Higher Institute of Engineering in Shorouk Academy, Al Shorouk City, Cairo, Egypt","institution_ids":["https://openalex.org/I27367753","https://openalex.org/I4210120363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066907086","display_name":"Kamel K. Mohammed","orcid":null},"institutions":[{"id":"https://openalex.org/I184834183","display_name":"Al-Azhar University","ror":"https://ror.org/05fnp1145","country_code":"EG","type":"education","lineage":["https://openalex.org/I184834183"]},{"id":"https://openalex.org/I4210134598","display_name":"Scientific Research Group in Egypt","ror":"https://ror.org/03rahtg67","country_code":"EG","type":"facility","lineage":["https://openalex.org/I4210134598"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Kamel K. Mohammed","raw_affiliation_strings":["Center for Virus Research and Studies, Al Azhar University, Cairo, Egypt","Scientific Research School of Egypt (SRSEG), Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Virus Research and Studies, Al Azhar University, Cairo, Egypt","institution_ids":["https://openalex.org/I184834183"]},{"raw_affiliation_string":"Scientific Research School of Egypt (SRSEG), Cairo, Egypt","institution_ids":["https://openalex.org/I4210134598"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085432173","display_name":"Aboul Ella Hassanien","orcid":"https://orcid.org/0000-0002-9989-6681"},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]},{"id":"https://openalex.org/I4210134598","display_name":"Scientific Research Group in Egypt","ror":"https://ror.org/03rahtg67","country_code":"EG","type":"facility","lineage":["https://openalex.org/I4210134598"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Aboul Ella Hassanien","raw_affiliation_strings":["Faculty of Computers and AI, Cairo University, Cairo, Egypt","Scientific Research School of Egypt (SRSEG), Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computers and AI, Cairo University, Cairo, Egypt","institution_ids":["https://openalex.org/I145487455"]},{"raw_affiliation_string":"Scientific Research School of Egypt (SRSEG), Cairo, Egypt","institution_ids":["https://openalex.org/I4210134598"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5076125763"],"corresponding_institution_ids":["https://openalex.org/I27367753","https://openalex.org/I4210120363","https://openalex.org/I4210134598"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":8.976,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.98011126,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"37","issue":"7","first_page":"5381","last_page":"5395"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9994000196456909,"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":0.9994000196456909,"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":0.9979000091552734,"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":0.9793999791145325,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7257682085037231},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6812092065811157},{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.6764435768127441},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.6110377311706543},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.5679019689559937},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5550812482833862},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47440218925476074},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3940417766571045},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.38586747646331787},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3175548315048218},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22945764660835266},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.18725773692131042}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7257682085037231},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6812092065811157},{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.6764435768127441},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6110377311706543},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5679019689559937},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5550812482833862},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47440218925476074},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3940417766571045},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.38586747646331787},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3175548315048218},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22945764660835266},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.18725773692131042}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-024-10737-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-10737-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10737-7.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s00521-024-10737-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s00521-024-10737-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s00521-024-10737-7.pdf","source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321148","display_name":"Cairo University","ror":"https://ror.org/03q21mh05"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406038050.pdf"},"referenced_works_count":50,"referenced_works":["https://openalex.org/W772526079","https://openalex.org/W1947251450","https://openalex.org/W1996020380","https://openalex.org/W2000503364","https://openalex.org/W2002055708","https://openalex.org/W2015058000","https://openalex.org/W2019297681","https://openalex.org/W2020997493","https://openalex.org/W2029213519","https://openalex.org/W2032360374","https://openalex.org/W2069078888","https://openalex.org/W2110293440","https://openalex.org/W2144961120","https://openalex.org/W2285537656","https://openalex.org/W2317919972","https://openalex.org/W2327450850","https://openalex.org/W2380156250","https://openalex.org/W2526050071","https://openalex.org/W2605376995","https://openalex.org/W2738561771","https://openalex.org/W2765666606","https://openalex.org/W2892111933","https://openalex.org/W2910134385","https://openalex.org/W2910868615","https://openalex.org/W2937168415","https://openalex.org/W2945020349","https://openalex.org/W2951975883","https://openalex.org/W2969513333","https://openalex.org/W2991465589","https://openalex.org/W3008688338","https://openalex.org/W3013348605","https://openalex.org/W3046919919","https://openalex.org/W3135207255","https://openalex.org/W3162721403","https://openalex.org/W3164144088","https://openalex.org/W3179585071","https://openalex.org/W4205734780","https://openalex.org/W4210423038","https://openalex.org/W4213193065","https://openalex.org/W4225619919","https://openalex.org/W4286631276","https://openalex.org/W4306149397","https://openalex.org/W4312829097","https://openalex.org/W4317930160","https://openalex.org/W4323666008","https://openalex.org/W4361295913","https://openalex.org/W4367183797","https://openalex.org/W4375858565","https://openalex.org/W4382982456","https://openalex.org/W4393107626"],"related_works":["https://openalex.org/W2922348724","https://openalex.org/W200322357","https://openalex.org/W2130428257","https://openalex.org/W4308951944","https://openalex.org/W2057366091","https://openalex.org/W4312960290","https://openalex.org/W2049513647","https://openalex.org/W2988848585","https://openalex.org/W4233722919","https://openalex.org/W4323929055"],"abstract_inverted_index":{"Abstract":[0],"One":[1],"tool":[2],"for":[3,108,174,187],"promoting":[4],"mental":[5,140,252],"health":[6],"is":[7,146,190,213],"human":[8,259],"stress":[9,22,130,188,260],"detection":[10,23,189],"through":[11],"multitasks":[12],"of":[13,120,128,198,219,229,251,258],"electroencephalography":[14],"(EEG)":[15],"recordings.":[16],"This":[17,48,98,223],"study":[18,193,224],"proposed":[19,185],"a":[20,28,37],"short-term":[21,129],"approach":[24,186],"using":[25,59,112,153,200,261],"VGGish":[26,172],"as":[27,36],"feature":[29],"extraction":[30],"and":[31,53,79,88,162,170,233],"convolution":[32],"neural":[33],"network":[34],"(CNN)":[35],"classifier":[38],"based":[39],"on":[40,65,204],"EEG":[41,103,176,240,262],"signals":[42,107],"from":[43,56],"the":[44,101,126,138,143,149,167,171,180,191,201,205,217,220,227,249,255],"SAM":[45,150,206],"40":[46,57,151,207],"dataset.":[47,208],"database":[49],"was":[50,54,89,123],"recently":[51],"available":[52],"collected":[55],"patients":[58,132],"32":[60],"channels":[61],"to":[62,86,94,124,148,178,215,236,246],"identify":[63,237],"performance":[64],"four":[66,109,139],"tasks":[67,110],"including":[68,156],"Stroop":[69],"color-word":[70],"test":[71],"(SCWT),":[72],"answering":[73],"arithmetic":[74],"problems,":[75],"finding":[76],"mirror-identical":[77],"images,":[78],"relaxing.":[80],"Each":[81],"task":[82],"took":[83],"25":[84],"s":[85],"complete":[87],"then":[90],"repeated":[91],"three":[92,96],"times":[93],"record":[95],"trials.":[97],"means":[99],"that":[100,131,194,242],"total":[102],"data":[104,241,263],"contain":[105],"480":[106],"recorded":[111],"120":[113],"trials":[114],"per":[115],"task.":[116],"The":[117,184],"primary":[118],"objective":[119],"this":[121],"research":[122],"track":[125],"amount":[127],"experienced":[133],"while":[134],"they":[135],"engaged":[136],"in":[137,239,248,267],"tasks.":[141],"Moreover,":[142],"VGGish-CNN":[144,168,202,221],"model":[145,169,173,203],"applied":[147],"dataset":[152],"five":[154],"stages":[155],"signal":[157],"preprocessing,":[158],"segmentation,":[159],"filtration,":[160],"spectrogram,":[161],"classification":[163,177,182],"process.":[164],"We":[165],"compared":[166],"stress-based":[175],"determine":[179],"best":[181],"accuracy.":[183],"preliminary":[192],"achieved":[195],"an":[196],"accuracy":[197],"99.25%":[199],"Next,":[209],"k-fold":[210],"cross":[211],"validation":[212],"performed":[214],"verify":[216],"efficiency":[218],"model.":[222],"can":[225],"advance":[226],"application":[228],"brain\u2013computer":[230],"interface":[231],"(BCI)":[232],"its":[234],"use":[235],"patterns":[238],"invoke":[243],"stress-related":[244],"inferences":[245],"aid":[247],"diagnosis":[250],"disorders.":[253],"In":[254],"future,":[256],"investigation":[257],"will":[264],"be":[265],"useful":[266],"neurorehabilitation.":[268]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-13T06:13:01.061226","created_date":"2025-10-10T00:00:00"}