{"id":"https://openalex.org/W2898965665","doi":"https://doi.org/10.1109/embc.2018.8512277","title":"Improving the performance of hearing aids in noisy environments based on deep learning technology","display_name":"Improving the performance of hearing aids in noisy environments based on deep learning technology","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2898965665","doi":"https://doi.org/10.1109/embc.2018.8512277","mag":"2898965665","pmid":"https://pubmed.ncbi.nlm.nih.gov/30440419"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2018.8512277","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and 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/A5027128278","display_name":"Ying-Hui Lai","orcid":"https://orcid.org/0000-0003-4120-7289"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]},{"id":"https://openalex.org/I4210087697","display_name":"National Yang Ming University Hospital","ror":"https://ror.org/003xdw211","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210087697"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Ying-Hui Lai","raw_affiliation_strings":["National Yang-Ming University, Taipei, TW"],"affiliations":[{"raw_affiliation_string":"National Yang-Ming University, Taipei, TW","institution_ids":["https://openalex.org/I4210087697","https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112562051","display_name":"Wei-Zhong Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Zhong Zheng","raw_affiliation_strings":["Yuan Ze University, Chung-Li, Taoyuan, TW"],"affiliations":[{"raw_affiliation_string":"Yuan Ze University, Chung-Li, Taoyuan, TW","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076679385","display_name":"Shih\u2010Tsang Tang","orcid":"https://orcid.org/0009-0009-2953-9329"},"institutions":[{"id":"https://openalex.org/I192703390","display_name":"Ming Chuan University","ror":"https://ror.org/02pgvzy25","country_code":"TW","type":"education","lineage":["https://openalex.org/I192703390"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shih-Tsang Tang","raw_affiliation_strings":["Ming Chuan University, Taipei, TW"],"affiliations":[{"raw_affiliation_string":"Ming Chuan University, Taipei, TW","institution_ids":["https://openalex.org/I192703390"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038450527","display_name":"Shih\u2010Hau Fang","orcid":"https://orcid.org/0000-0003-1580-0257"},"institutions":[{"id":"https://openalex.org/I99908691","display_name":"Yuan Ze University","ror":"https://ror.org/01fv1ds98","country_code":"TW","type":"education","lineage":["https://openalex.org/I99908691"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shih-Hau Fang","raw_affiliation_strings":["Yuan Ze University, Chung-Li, Taoyuan, TW"],"affiliations":[{"raw_affiliation_string":"Yuan Ze University, Chung-Li, Taoyuan, TW","institution_ids":["https://openalex.org/I99908691"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088973992","display_name":"Wen\u2010Huei Liao","orcid":"https://orcid.org/0000-0001-7852-4654"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]},{"id":"https://openalex.org/I4210087697","display_name":"National Yang Ming University Hospital","ror":"https://ror.org/003xdw211","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210087697"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wen-Huei Liao","raw_affiliation_strings":["National Yang-Ming University, Taipei, TW"],"affiliations":[{"raw_affiliation_string":"National Yang-Ming University, Taipei, TW","institution_ids":["https://openalex.org/I4210087697","https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044008055","display_name":"Yu Tsao","orcid":"https://orcid.org/0000-0001-6956-0418"},"institutions":[{"id":"https://openalex.org/I84653119","display_name":"Academia Sinica","ror":"https://ror.org/05bxb3784","country_code":"TW","type":"facility","lineage":["https://openalex.org/I84653119"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yu Tsao","raw_affiliation_strings":["Academia Sinica, Taipei, Taipei, TW"],"affiliations":[{"raw_affiliation_string":"Academia Sinica, Taipei, Taipei, TW","institution_ids":["https://openalex.org/I84653119"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5027128278"],"corresponding_institution_ids":["https://openalex.org/I148366613","https://openalex.org/I4210087697"],"apc_list":null,"apc_paid":null,"fwci":0.9958,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.77510276,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"2018","issue":null,"first_page":"404","last_page":"408"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10860","display_name":"Speech and Audio Processing","score":1.0,"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/T10283","display_name":"Hearing Loss and Rehabilitation","score":0.9997000098228455,"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/T11233","display_name":"Advanced Adaptive Filtering Techniques","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/audiogram","display_name":"Audiogram","score":0.7880038022994995},{"id":"https://openalex.org/keywords/intelligibility","display_name":"Intelligibility (philosophy)","score":0.7770615220069885},{"id":"https://openalex.org/keywords/hearing-aid","display_name":"Hearing aid","score":0.7724486589431763},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7074927091598511},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6759952306747437},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6376420259475708},{"id":"https://openalex.org/keywords/sound-quality","display_name":"Sound quality","score":0.46310824155807495},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.4616621136665344},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.45600709319114685},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.439698725938797},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4217774271965027},{"id":"https://openalex.org/keywords/speech-enhancement","display_name":"Speech enhancement","score":0.4131467044353485},{"id":"https://openalex.org/keywords/hearing-loss","display_name":"Hearing loss","score":0.41251373291015625},{"id":"https://openalex.org/keywords/audiology","display_name":"Audiology","score":0.3705049455165863},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.12306660413742065},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.07775580883026123}],"concepts":[{"id":"https://openalex.org/C17743292","wikidata":"https://www.wikidata.org/wiki/Q781050","display_name":"Audiogram","level":3,"score":0.7880038022994995},{"id":"https://openalex.org/C60048801","wikidata":"https://www.wikidata.org/wiki/Q1433889","display_name":"Intelligibility (philosophy)","level":2,"score":0.7770615220069885},{"id":"https://openalex.org/C2780801066","wikidata":"https://www.wikidata.org/wiki/Q323808","display_name":"Hearing aid","level":2,"score":0.7724486589431763},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7074927091598511},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6759952306747437},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6376420259475708},{"id":"https://openalex.org/C167310288","wikidata":"https://www.wikidata.org/wiki/Q7564808","display_name":"Sound quality","level":2,"score":0.46310824155807495},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.4616621136665344},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.45600709319114685},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.439698725938797},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4217774271965027},{"id":"https://openalex.org/C2776182073","wikidata":"https://www.wikidata.org/wiki/Q7575395","display_name":"Speech enhancement","level":3,"score":0.4131467044353485},{"id":"https://openalex.org/C2780493683","wikidata":"https://www.wikidata.org/wiki/Q16035842","display_name":"Hearing loss","level":2,"score":0.41251373291015625},{"id":"https://openalex.org/C548259974","wikidata":"https://www.wikidata.org/wiki/Q569965","display_name":"Audiology","level":1,"score":0.3705049455165863},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.12306660413742065},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.07775580883026123},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"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}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001307","descriptor_name":"Auditory Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001307","descriptor_name":"Auditory Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001307","descriptor_name":"Auditory Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006310","descriptor_name":"Hearing Aids","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006310","descriptor_name":"Hearing Aids","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006310","descriptor_name":"Hearing Aids","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006319","descriptor_name":"Hearing Loss, Sensorineural","qualifier_ui":"Q000534","qualifier_name":"rehabilitation","is_major_topic":false},{"descriptor_ui":"D006319","descriptor_name":"Hearing Loss, Sensorineural","qualifier_ui":"Q000534","qualifier_name":"rehabilitation","is_major_topic":false},{"descriptor_ui":"D006319","descriptor_name":"Hearing Loss, Sensorineural","qualifier_ui":"Q000534","qualifier_name":"rehabilitation","is_major_topic":false},{"descriptor_ui":"D006320","descriptor_name":"Hearing Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006320","descriptor_name":"Hearing Tests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006320","descriptor_name":"Hearing Tests","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":"D013016","descriptor_name":"Sound","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013016","descriptor_name":"Sound","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013016","descriptor_name":"Sound","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":false},{"descriptor_ui":"D013065","descriptor_name":"Speech Intelligibility","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":false},{"descriptor_ui":"D013067","descriptor_name":"Speech Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013067","descriptor_name":"Speech Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013067","descriptor_name":"Speech Perception","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc.2018.8512277","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2018.8512277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:30440419","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30440419","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":[{"score":0.5600000023841858,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W115528235","https://openalex.org/W201745378","https://openalex.org/W641242542","https://openalex.org/W1495679096","https://openalex.org/W1561742478","https://openalex.org/W1789716261","https://openalex.org/W1875842236","https://openalex.org/W1974455017","https://openalex.org/W2000757457","https://openalex.org/W2000916836","https://openalex.org/W2044893557","https://openalex.org/W2046849846","https://openalex.org/W2052539752","https://openalex.org/W2069681747","https://openalex.org/W2074426854","https://openalex.org/W2087050761","https://openalex.org/W2092644348","https://openalex.org/W2121973264","https://openalex.org/W2129120544","https://openalex.org/W2141411743","https://openalex.org/W2145760110","https://openalex.org/W2146324387","https://openalex.org/W2153894152","https://openalex.org/W2155998647","https://openalex.org/W2156387975","https://openalex.org/W2158336491","https://openalex.org/W2160815625","https://openalex.org/W2164007370","https://openalex.org/W2169147844","https://openalex.org/W2187089797","https://openalex.org/W2364134690","https://openalex.org/W2394498270","https://openalex.org/W2405774341","https://openalex.org/W2516342150","https://openalex.org/W2527611302","https://openalex.org/W2558539285","https://openalex.org/W2594607416","https://openalex.org/W2793389773","https://openalex.org/W4231153964","https://openalex.org/W4253928870","https://openalex.org/W6608124402","https://openalex.org/W6633652116","https://openalex.org/W6662036196","https://openalex.org/W6682371319","https://openalex.org/W6682889407","https://openalex.org/W6711896204","https://openalex.org/W6713658392","https://openalex.org/W6729915507"],"related_works":["https://openalex.org/W2407147607","https://openalex.org/W2233617636","https://openalex.org/W2177546050","https://openalex.org/W4361295953","https://openalex.org/W4386492538","https://openalex.org/W2330193825","https://openalex.org/W1965087807","https://openalex.org/W3165408120","https://openalex.org/W1986772939","https://openalex.org/W2037635165"],"abstract_inverted_index":{"The":[0,21],"performance":[1,51],"of":[2,52],"a":[3,14,89],"deep-learning-based":[4,90],"speech":[5,23,42,98],"enhancement":[6],"(SE)":[7],"technology":[8],"for":[9,41,102],"hearing":[10,61,103],"aid":[11,30,104],"users,":[12],"called":[13],"deep":[15],"denoising":[16],"autoencoder":[17],"(DDAE),":[18],"was":[19],"investigated.":[20],"hearing-aid":[22],"perception":[24],"index":[25,33],"(HASPI)":[26],"and":[27,44,77,100],"the":[28,50,53,70],"hearing-":[29],"sound":[31],"quality":[32,78,101],"(HASQI),":[34],"which":[35],"are":[36],"two":[37,58,81],"well-known":[38],"evaluation":[39],"metrics":[40],"intelligibility":[43,76,99],"quality,":[45],"were":[46],"used":[47,95],"to":[48,96],"evaluate":[49],"DDAE":[54,71],"SE":[55,72,83,91],"approach":[56,73],"in":[57,106],"typical":[59],"high-frequency":[60],"loss":[62],"(HFHL)":[63],"audiograms.":[64],"Our":[65],"experimental":[66],"results":[67,86],"show":[68],"that":[69,88],"yields":[74],"higher":[75],"scores":[79],"than":[80],"classical":[82],"approaches.":[84],"These":[85],"suggest":[87],"method":[92],"could":[93],"be":[94],"improve":[97],"users":[105],"noisy":[107],"environments.":[108]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}
