{"id":"https://openalex.org/W4408862807","doi":"https://doi.org/10.1109/icce63647.2025.10929844","title":"AI-Enabled Speech Monitoring for Dysarthria Detection in Consumer Electronics","display_name":"AI-Enabled Speech Monitoring for Dysarthria Detection in Consumer Electronics","publication_year":2025,"publication_date":"2025-01-11","ids":{"openalex":"https://openalex.org/W4408862807","doi":"https://doi.org/10.1109/icce63647.2025.10929844"},"language":"en","primary_location":{"id":"doi:10.1109/icce63647.2025.10929844","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce63647.2025.10929844","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Consumer Electronics (ICCE)","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/A5119246734","display_name":"Seoyeong Lee","orcid":"https://orcid.org/0000-0001-7125-6271"},"institutions":[{"id":"https://openalex.org/I146824383","display_name":"Hallym University","ror":"https://ror.org/03sbhge02","country_code":"KR","type":"education","lineage":["https://openalex.org/I146824383"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seoyeong Lee","raw_affiliation_strings":["Hallym University,Cerebrovascular Disease Research Center,Chuncheon,Republic of Korea","Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hallym University,Cerebrovascular Disease Research Center,Chuncheon,Republic of Korea","institution_ids":["https://openalex.org/I146824383"]},{"raw_affiliation_string":"Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea","institution_ids":["https://openalex.org/I146824383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025285713","display_name":"Sunghan Lee","orcid":"https://orcid.org/0000-0002-8694-7144"},"institutions":[{"id":"https://openalex.org/I146824383","display_name":"Hallym University","ror":"https://ror.org/03sbhge02","country_code":"KR","type":"education","lineage":["https://openalex.org/I146824383"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sunghan Lee","raw_affiliation_strings":["Hallym University,Cerebrovascular Disease Research Center,Chuncheon,Republic of Korea","Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hallym University,Cerebrovascular Disease Research Center,Chuncheon,Republic of Korea","institution_ids":["https://openalex.org/I146824383"]},{"raw_affiliation_string":"Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea","institution_ids":["https://openalex.org/I146824383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075293396","display_name":"Goeun Park","orcid":"https://orcid.org/0000-0002-3972-3703"},"institutions":[{"id":"https://openalex.org/I146824383","display_name":"Hallym University","ror":"https://ror.org/03sbhge02","country_code":"KR","type":"education","lineage":["https://openalex.org/I146824383"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Goeun Park","raw_affiliation_strings":["Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea","institution_ids":["https://openalex.org/I146824383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027428193","display_name":"Dong-Ok Won","orcid":"https://orcid.org/0000-0002-2839-6524"},"institutions":[{"id":"https://openalex.org/I146824383","display_name":"Hallym University","ror":"https://ror.org/03sbhge02","country_code":"KR","type":"education","lineage":["https://openalex.org/I146824383"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Dong-Ok Won","raw_affiliation_strings":["Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea","institution_ids":["https://openalex.org/I146824383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101685216","display_name":"Chul\u2010Ho Kim","orcid":"https://orcid.org/0000-0003-4250-6504"},"institutions":[{"id":"https://openalex.org/I146824383","display_name":"Hallym University","ror":"https://ror.org/03sbhge02","country_code":"KR","type":"education","lineage":["https://openalex.org/I146824383"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Chul-Ho Kim","raw_affiliation_strings":["Hallym University,Cerebrovascular Disease Research Center,Chuncheon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hallym University,Cerebrovascular Disease Research Center,Chuncheon,Republic of Korea","institution_ids":["https://openalex.org/I146824383"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100719138","display_name":"Jaejun Lee","orcid":"https://orcid.org/0000-0002-9745-1048"},"institutions":[{"id":"https://openalex.org/I146824383","display_name":"Hallym University","ror":"https://ror.org/03sbhge02","country_code":"KR","type":"education","lineage":["https://openalex.org/I146824383"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jae-Jun Lee","raw_affiliation_strings":["Hallym University,Cerebrovascular Disease Research Center,Chuncheon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hallym University,Cerebrovascular Disease Research Center,Chuncheon,Republic of Korea","institution_ids":["https://openalex.org/I146824383"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001129906","display_name":"In Cheol Jeong","orcid":"https://orcid.org/0000-0001-9314-5601"},"institutions":[{"id":"https://openalex.org/I146824383","display_name":"Hallym University","ror":"https://ror.org/03sbhge02","country_code":"KR","type":"education","lineage":["https://openalex.org/I146824383"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"In cheol Jeong","raw_affiliation_strings":["Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hallym University,Department of Artificial Intelligence Convergence,Chuncheon,Republic of Korea","institution_ids":["https://openalex.org/I146824383"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I146824383"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.06705812,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9158999919891357,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9158999919891357,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"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/dysarthria","display_name":"Dysarthria","score":0.8780238628387451},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5758323669433594},{"id":"https://openalex.org/keywords/electronics","display_name":"Electronics","score":0.5746034383773804},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4732440412044525},{"id":"https://openalex.org/keywords/voice-activity-detection","display_name":"Voice activity detection","score":0.45505696535110474},{"id":"https://openalex.org/keywords/speech-processing","display_name":"Speech processing","score":0.3000304698944092},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22503802180290222},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.21881964802742004},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.1770479679107666},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11747795343399048}],"concepts":[{"id":"https://openalex.org/C2777639682","wikidata":"https://www.wikidata.org/wiki/Q225957","display_name":"Dysarthria","level":2,"score":0.8780238628387451},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5758323669433594},{"id":"https://openalex.org/C138331895","wikidata":"https://www.wikidata.org/wiki/Q11650","display_name":"Electronics","level":2,"score":0.5746034383773804},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4732440412044525},{"id":"https://openalex.org/C204201278","wikidata":"https://www.wikidata.org/wiki/Q1332614","display_name":"Voice activity detection","level":3,"score":0.45505696535110474},{"id":"https://openalex.org/C61328038","wikidata":"https://www.wikidata.org/wiki/Q3358061","display_name":"Speech processing","level":2,"score":0.3000304698944092},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22503802180290222},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.21881964802742004},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.1770479679107666},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11747795343399048}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icce63647.2025.10929844","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icce63647.2025.10929844","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Consumer Electronics (ICCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1973328544","https://openalex.org/W2111799322","https://openalex.org/W2151936436","https://openalex.org/W2765885688","https://openalex.org/W3036262541","https://openalex.org/W4256677704","https://openalex.org/W4313305398","https://openalex.org/W4389917623","https://openalex.org/W4391655229"],"related_works":["https://openalex.org/W191108438","https://openalex.org/W3135230428","https://openalex.org/W2904739811","https://openalex.org/W249088392","https://openalex.org/W2152158029","https://openalex.org/W2012540220","https://openalex.org/W2559837139","https://openalex.org/W2131711534","https://openalex.org/W2559040841","https://openalex.org/W114661351"],"abstract_inverted_index":{"Speech":[0],"is":[1,173],"essential":[2],"in":[3,9,21,114,167,191],"human":[4],"communication,":[5],"and":[6,46,66,81,102,118,131,139,162,179],"recent":[7],"advancements":[8],"artificial":[10],"intelligence":[11],"(AI)":[12],"have":[13],"enabled":[14],"new":[15],"applications":[16],"for":[17,41,56,106],"voice":[18,35],"data,":[19],"particularly":[20,190],"health":[22,30,165,196],"monitoring.":[23,197],"Building":[24],"on":[25,187],"this":[26,62],"progress,":[27],"a":[28],"home-based":[29],"detection":[31],"system":[32],"that":[33,155],"utilizes":[34],"signals":[36],"provides":[37],"an":[38,127,132],"accessible":[39],"method":[40],"users":[42],"to":[43,48,73,175],"independently":[44],"identify":[45],"respond":[47],"conditions":[49,166],"such":[50],"as":[51],"dysarthria,":[52],"without":[53],"the":[54,122],"need":[55],"hospital":[57],"or":[58],"clinic":[59],"visits.":[60],"In":[61],"study,":[63],"we":[64],"developed":[65],"evaluated":[67],"convolutional":[68],"neural":[69],"network":[70],"(CNN)":[71],"models":[72,110],"classify":[74],"audio":[75],"data":[76,177],"from":[77],"both":[78],"healthy":[79],"individuals":[80,82],"with":[83,121,145,193],"dysarthria.":[84],"The":[85,109],"dataset":[86],"comprised":[87],"command-based":[88],"speech":[89,157],"samples,":[90],"which":[91],"were":[92],"segmented":[93],"into":[94],"sentence-specific":[95],"input.":[96,108],"Preprocessing":[97],"steps":[98],"included":[99],"segmentation,":[100],"downsampling,":[101],"feature":[103],"extraction":[104],"tailored":[105],"CNN":[107],"exhibited":[111],"high":[112],"potential":[113],"distinguishing":[115],"between":[116],"normal":[117],"dysarthric":[119],"states,":[120],"most":[123],"effective":[124],"model":[125,143],"achieving":[126],"f1-score":[128],"of":[129,134],"96.18\u00b14.7%":[130],"accuracy":[133],"96.01\u00b15.02%.":[135],"Furthermore,":[136],"sentence":[137,180],"structure":[138],"composition":[140],"significantly":[141],"influenced":[142],"performance,":[144],"specific":[146,164],"sentences":[147],"demonstrating":[148],"higher":[149],"classification":[150],"accuracy.":[151],"These":[152],"findings":[153],"suggest":[154],"AI-driven":[156],"analysis":[158],"may":[159],"support":[160],"detecting":[161],"managing":[163],"non-clinical":[168],"environments.":[169],"However,":[170],"further":[171],"work":[172],"needed":[174],"address":[176],"imbalance":[178],"variability":[181],"limitations.":[182],"Future":[183],"research":[184],"could":[185],"expand":[186],"real-world":[188],"applications,":[189],"settings":[192],"limited":[194],"traditional":[195]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}