{"id":"https://openalex.org/W4404030370","doi":"https://doi.org/10.1109/icccnt61001.2024.10724154","title":"Analysis of Post-Traumatic Stress Disorder (PTSD) Using Electroencephalography","display_name":"Analysis of Post-Traumatic Stress Disorder (PTSD) Using Electroencephalography","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4404030370","doi":"https://doi.org/10.1109/icccnt61001.2024.10724154"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt61001.2024.10724154","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10724154","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-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/A5093647443","display_name":"T Yamunarani","orcid":null},"institutions":[{"id":"https://openalex.org/I4210133257","display_name":"KPR Institute of Engineering and Technology","ror":"https://ror.org/02q9f3a53","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210133257"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"T Yamunarani","raw_affiliation_strings":["KSR Institute for Engineering and Technology,Department of Biomedical Engineering,Tiruchengode,India"],"affiliations":[{"raw_affiliation_string":"KSR Institute for Engineering and Technology,Department of Biomedical Engineering,Tiruchengode,India","institution_ids":["https://openalex.org/I4210133257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036316197","display_name":"Wan Suhaimizan Bin Wan Zaki","orcid":null},"institutions":[{"id":"https://openalex.org/I930072361","display_name":"Tun Hussein Onn University of Malaysia","ror":"https://ror.org/01c5wha71","country_code":"MY","type":"education","lineage":["https://openalex.org/I930072361"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Wan Suhaimizan Bin Wan Zaki","raw_affiliation_strings":["Universiti Tun Hussein Onn Malaysia,Faculty of Electrical and Electronic Engineering,Johor,Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Tun Hussein Onn Malaysia,Faculty of Electrical and Electronic Engineering,Johor,Malaysia","institution_ids":["https://openalex.org/I930072361"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074617135","display_name":"S. Elango","orcid":"https://orcid.org/0000-0002-3913-9806"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S Elango","raw_affiliation_strings":["Nandha Engineering College,Department of Electrical and Electronics Engineering,Erode,India"],"affiliations":[{"raw_affiliation_string":"Nandha Engineering College,Department of Electrical and Electronics Engineering,Erode,India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006092412","display_name":"Gokul Chandrasekaran","orcid":"https://orcid.org/0000-0002-3569-9443"},"institutions":[{"id":"https://openalex.org/I65220239","display_name":"Karpagam Academy of Higher Education","ror":"https://ror.org/00ssvzv66","country_code":"IN","type":"education","lineage":["https://openalex.org/I65220239"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gokul Chandrasekaran","raw_affiliation_strings":["Karpagam Institute of Technology,Department of Electronics and Communication Engineering,Coimbatore,India"],"affiliations":[{"raw_affiliation_string":"Karpagam Institute of Technology,Department of Electronics and Communication Engineering,Coimbatore,India","institution_ids":["https://openalex.org/I65220239"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067547370","display_name":"S Yamuna","orcid":null},"institutions":[{"id":"https://openalex.org/I4210104224","display_name":"Tabor College","ror":"https://ror.org/00vc8ca13","country_code":"AU","type":"education","lineage":["https://openalex.org/I4210104224"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"S Yamuna","raw_affiliation_strings":["Velalar College of Engineering and Technology,Department of Electronics and Communication Engineering,Erode,638012"],"affiliations":[{"raw_affiliation_string":"Velalar College of Engineering and Technology,Department of Electronics and Communication Engineering,Erode,638012","institution_ids":["https://openalex.org/I4210104224"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083924219","display_name":"Kuldeep Kumar","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"K Kavin Kumar","raw_affiliation_strings":["Kongu Engineering College, Perundurai,Department of Electronics and Communication Engineering,Erode,638060"],"affiliations":[{"raw_affiliation_string":"Kongu Engineering College, Perundurai,Department of Electronics and Communication Engineering,Erode,638060","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078806851","display_name":"S Maheswaran","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"S Maheswaran","raw_affiliation_strings":["Kongu Engineering College, Perundurai,Department of Electronics and Communication Engineering,Erode,638060"],"affiliations":[{"raw_affiliation_string":"Kongu Engineering College, Perundurai,Department of Electronics and Communication Engineering,Erode,638060","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5093647443"],"corresponding_institution_ids":["https://openalex.org/I4210133257"],"apc_list":null,"apc_paid":null,"fwci":1.8771,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.86048111,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14313","display_name":"Health and Well-being Studies","score":0.20509999990463257,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical 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/T14313","display_name":"Health and Well-being Studies","score":0.20509999990463257,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.7265862822532654},{"id":"https://openalex.org/keywords/traumatic-stress","display_name":"Traumatic stress","score":0.6405124664306641},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.5281241536140442},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.42472490668296814},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.3452965021133423},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.30275335907936096}],"concepts":[{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.7265862822532654},{"id":"https://openalex.org/C2778159538","wikidata":"https://www.wikidata.org/wiki/Q16920843","display_name":"Traumatic stress","level":2,"score":0.6405124664306641},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.5281241536140442},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.42472490668296814},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.3452965021133423},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.30275335907936096},{"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:10.1109/icccnt61001.2024.10724154","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccnt61001.2024.10724154","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2496859017","https://openalex.org/W2902466377","https://openalex.org/W3006139804","https://openalex.org/W3035845532","https://openalex.org/W3196966592","https://openalex.org/W4250075599","https://openalex.org/W4287147214","https://openalex.org/W4294266996","https://openalex.org/W4319659866","https://openalex.org/W4362641063","https://openalex.org/W4362680548","https://openalex.org/W4379741780","https://openalex.org/W4384342219","https://openalex.org/W4386240421","https://openalex.org/W4386825770","https://openalex.org/W4387675670","https://openalex.org/W4387757636","https://openalex.org/W4390481897","https://openalex.org/W4390551570","https://openalex.org/W4390608019","https://openalex.org/W4396505424"],"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":{"This":[0,144],"article":[1],"proposes":[2],"a":[3,46,165],"Post-Traumatic":[4],"Stress":[5],"Disorder":[6],"(PTSD)":[7],"detection":[8],"system":[9,125],"based":[10],"on":[11,164],"EEG":[12,23,129],"and":[13,29,62,71,81,91,139,154,162,174,187],"machine":[14],"learning":[15],"techniques.":[16,75],"The":[17,76,123],"first":[18],"step":[19],"involves":[20],"pre-processing":[21],"the":[22,36,50,59,93,149,172,177,188,192],"signals":[24],"to":[25,57,89,127,147,170,191],"eliminate":[26],"unwanted":[27],"artifacts":[28],"enhance":[30],"their":[31],"quality.":[32],"To":[33],"extract":[34],"features,":[35],"Short-Time":[37],"Fourier":[38],"Transform":[39],"(STFT)":[40],"technique":[41],"is":[42,55],"employed,":[43],"which":[44,117],"provides":[45],"time-frequency":[47],"representation":[48],"of":[49,105,121,137,151,176],"brain":[51],"activity.":[52],"Feature":[53],"selection":[54],"performed":[56],"determine":[58],"most":[60],"relevant":[61],"discriminative":[63],"features":[64],"for":[65,96,158],"classification,":[66],"using":[67],"Select":[68],"K":[69],"Best":[70],"Mutual":[72],"Information":[73],"Regression":[74],"Histogram-Based":[77,98],"Gradient":[78,83,99,114],"Boosting":[79,100],"(HistGradientBoost)":[80,101],"Light":[82,113],"Boost":[84,115],"Machine":[85,116],"algorithms":[86],"are":[87,142,168],"used":[88],"compare":[90],"choose":[92],"best":[94],"algorithm":[95],"classification.":[97],"yielded":[102],"an":[103,119],"accuracy":[104,120],"$\\mathbf{7":[106],"5.":[107],"6":[108,109],"\\%}$":[110],"followed":[111],"by":[112],"gave":[118],"75.62%.":[122],"proposed":[124],"seeks":[126],"classify":[128],"patterns":[130],"with":[131,185],"precision,":[132],"distinguishing":[133],"between":[134],"states":[135],"indicative":[136],"PTSD":[138],"those":[140],"that":[141],"not.":[143],"effort":[145],"aims":[146],"advance":[148],"development":[150],"more":[152],"precise":[153],"effective":[155],"diagnostic":[156],"tools":[157],"PTSD.":[159],"Extensive":[160],"experimentation":[161],"evaluation":[163],"suitable":[166],"dataset":[167],"conducted":[169],"assess":[171],"effectiveness":[173],"reliability":[175],"approach.":[178],"Analyzed":[179],"in":[180],"different":[181],"environments":[182],"like":[183],"indoors":[184],"infrastructure,":[186],"same":[189],"communicated":[190],"caretakers":[193],"through":[194],"IoT.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
