{"id":"https://openalex.org/W4389577015","doi":"https://doi.org/10.1109/embc40787.2023.10340687","title":"Denoising Cough Sound Recordings Using Neural Networks","display_name":"Denoising Cough Sound Recordings Using Neural Networks","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389577015","doi":"https://doi.org/10.1109/embc40787.2023.10340687","pmid":"https://pubmed.ncbi.nlm.nih.gov/38082867"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10340687","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10340687","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5062708294","display_name":"Laya Jose","orcid":null},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Laya Jose","raw_affiliation_strings":["Macquarie University,Australian Institute of Health Innovation,Sydney,NSW 2109,Australia","Australian Institute of Health Innovation, Macquarie University, Sydney, NSW 2109, Australia"],"affiliations":[{"raw_affiliation_string":"Macquarie University,Australian Institute of Health Innovation,Sydney,NSW 2109,Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"Australian Institute of Health Innovation, Macquarie University, Sydney, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047191996","display_name":"Shlomo Berkovsky","orcid":"https://orcid.org/0000-0003-2638-4121"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shlomo Berkovsky","raw_affiliation_strings":["Macquarie University,Australian Institute of Health Innovation,Sydney,NSW 2109,Australia","Australian Institute of Health Innovation, Macquarie University, Sydney, NSW 2109, Australia"],"affiliations":[{"raw_affiliation_string":"Macquarie University,Australian Institute of Health Innovation,Sydney,NSW 2109,Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"Australian Institute of Health Innovation, Macquarie University, Sydney, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100604456","display_name":"Hao Xiong","orcid":"https://orcid.org/0000-0002-6842-1667"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hao Xiong","raw_affiliation_strings":["Macquarie University,Australian Institute of Health Innovation,Sydney,NSW 2109,Australia","Australian Institute of Health Innovation, Macquarie University, Sydney, NSW 2109, Australia"],"affiliations":[{"raw_affiliation_string":"Macquarie University,Australian Institute of Health Innovation,Sydney,NSW 2109,Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"Australian Institute of Health Innovation, Macquarie University, Sydney, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010623957","display_name":"Cecilia Mascolo","orcid":"https://orcid.org/0000-0001-9614-4380"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Cecilia Mascolo","raw_affiliation_strings":["University of Cambridge,Department of Computer Science and Technology,Cambridge,United Kingdom","Department of Computer Science and Technology, University of Cambridge, Cambridge, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Cambridge,Department of Computer Science and Technology,Cambridge,United Kingdom","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Department of Computer Science and Technology, University of Cambridge, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023279352","display_name":"Roneel V. Sharan","orcid":"https://orcid.org/0000-0003-1079-8709"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Roneel V. Sharan","raw_affiliation_strings":["Macquarie University,Australian Institute of Health Innovation,Sydney,NSW 2109,Australia","Australian Institute of Health Innovation, Macquarie University, Sydney, NSW 2109, Australia"],"affiliations":[{"raw_affiliation_string":"Macquarie University,Australian Institute of Health Innovation,Sydney,NSW 2109,Australia","institution_ids":["https://openalex.org/I99043593"]},{"raw_affiliation_string":"Australian Institute of Health Innovation, Macquarie University, Sydney, NSW 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5062708294"],"corresponding_institution_ids":["https://openalex.org/I99043593"],"apc_list":null,"apc_paid":null,"fwci":0.8,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.77298627,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12418","display_name":"Respiratory and Cough-Related Research","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12418","display_name":"Respiratory and Cough-Related Research","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory 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/T10860","display_name":"Speech and Audio Processing","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10863","display_name":"Voice and Speech Disorders","score":0.9952999949455261,"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/noise-reduction","display_name":"Noise reduction","score":0.7488096356391907},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7156596183776855},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6571788787841797},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5325077772140503},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4989001750946045},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4699682891368866},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.46516114473342896},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4440199136734009},{"id":"https://openalex.org/keywords/sound-quality","display_name":"Sound quality","score":0.44171300530433655},{"id":"https://openalex.org/keywords/sound","display_name":"Sound (geography)","score":0.44140517711639404},{"id":"https://openalex.org/keywords/intelligibility","display_name":"Intelligibility (philosophy)","score":0.41335296630859375},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.23721355199813843},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.06360763311386108}],"concepts":[{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.7488096356391907},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7156596183776855},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6571788787841797},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5325077772140503},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4989001750946045},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4699682891368866},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.46516114473342896},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4440199136734009},{"id":"https://openalex.org/C167310288","wikidata":"https://www.wikidata.org/wiki/Q7564808","display_name":"Sound quality","level":2,"score":0.44171300530433655},{"id":"https://openalex.org/C203718221","wikidata":"https://www.wikidata.org/wiki/Q491713","display_name":"Sound (geography)","level":2,"score":0.44140517711639404},{"id":"https://openalex.org/C60048801","wikidata":"https://www.wikidata.org/wiki/Q1433889","display_name":"Intelligibility (philosophy)","level":2,"score":0.41335296630859375},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.23721355199813843},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.06360763311386108},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000087983","descriptor_name":"Sound Recordings","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000087983","descriptor_name":"Sound Recordings","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000087983","descriptor_name":"Sound Recordings","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000087983","descriptor_name":"Sound Recordings","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000087983","descriptor_name":"Sound Recordings","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003371","descriptor_name":"Cough","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003371","descriptor_name":"Cough","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003371","descriptor_name":"Cough","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003371","descriptor_name":"Cough","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D003371","descriptor_name":"Cough","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009622","descriptor_name":"Noise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009622","descriptor_name":"Noise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009622","descriptor_name":"Noise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009622","descriptor_name":"Noise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009622","descriptor_name":"Noise","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013065","descriptor_name":"Speech Intelligibility","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013065","descriptor_name":"Speech Intelligibility","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013065","descriptor_name":"Speech Intelligibility","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013065","descriptor_name":"Speech Intelligibility","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013065","descriptor_name":"Speech Intelligibility","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc40787.2023.10340687","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10340687","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38082867","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38082867","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309327","display_name":"Google","ror":"https://ror.org/00njsd438"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1552314771","https://openalex.org/W2031201093","https://openalex.org/W2127851351","https://openalex.org/W2141998673","https://openalex.org/W2144561273","https://openalex.org/W2402901296","https://openalex.org/W2755421148","https://openalex.org/W2948751094","https://openalex.org/W2963453742","https://openalex.org/W3035378948","https://openalex.org/W3081012644","https://openalex.org/W3088067841","https://openalex.org/W3088739586","https://openalex.org/W3168779539","https://openalex.org/W4205687123","https://openalex.org/W4308216448"],"related_works":["https://openalex.org/W2909726438","https://openalex.org/W2067046791","https://openalex.org/W2909888262","https://openalex.org/W2025747832","https://openalex.org/W3020957235","https://openalex.org/W2056769785","https://openalex.org/W611303608","https://openalex.org/W2206193305","https://openalex.org/W2270097156","https://openalex.org/W608941429"],"abstract_inverted_index":{"Objective":[0],"cough":[1,18,40,50,84,105,133],"sound":[2,19,41,51,85,106,134],"evaluation":[3],"is":[4,96,125,129],"useful":[5],"in":[6,24,31,63],"the":[7,15,25,37,64,78],"diagnosis":[8],"and":[9,56,80,118,136,138],"management":[10],"of":[11,17,27,66,83,101,114],"respiratory":[12],"diseases.":[13],"However,":[14],"performance":[16,124],"analysis":[20],"models":[21],"can":[22],"degrade":[23],"presence":[26],"background":[28],"noises":[29],"common":[30],"everyday":[32],"environments.":[33],"This":[34,43],"brings":[35],"forward":[36],"need":[38],"for":[39,48],"denoising.":[42],"work":[44],"utilizes":[45],"a":[46,75,88,99],"method":[47,95,128],"denoising":[49,123,141],"recordings":[52,107],"using":[53,87],"signal":[54,116],"processing":[55,117],"machine":[57],"learning":[58,72],"techniques,":[59],"inspired":[60],"by":[61],"research":[62],"field":[65],"speech":[67],"enhancement.":[68],"It":[69],"uses":[70],"supervised":[71],"to":[73,131],"find":[74],"mapping":[76],"between":[77],"noisy":[79],"clean":[81],"spectra":[82],"signals":[86],"fully":[89],"connected":[90],"feed-forward":[91],"neural":[92,119],"network.":[93],"The":[94,112,127],"validated":[97],"on":[98,122],"dataset":[100],"300":[102],"manually":[103],"annotated":[104],"corrupted":[108],"with":[109],"babble":[110],"noise.":[111],"effect":[113],"various":[115],"network":[120],"parameters":[121],"investigated.":[126],"shown":[130],"improve":[132],"quality":[135],"intelligibility":[137],"outperform":[139],"conventional":[140],"methods.":[142]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2023-12-12T00:00:00"}
