{"id":"https://openalex.org/W4295073586","doi":"https://doi.org/10.1109/embc48229.2022.9871723","title":"Muscle Artifact Removal in Single-Channel Electrocardiograms using Temporal Convolutional Networks","display_name":"Muscle Artifact Removal in Single-Channel Electrocardiograms using Temporal Convolutional Networks","publication_year":2022,"publication_date":"2022-07-11","ids":{"openalex":"https://openalex.org/W4295073586","doi":"https://doi.org/10.1109/embc48229.2022.9871723","pmid":"https://pubmed.ncbi.nlm.nih.gov/36085932"},"language":"en","primary_location":{"id":"doi:10.1109/embc48229.2022.9871723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871723","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & 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/A5005812582","display_name":"Lukas Boudnik","orcid":"https://orcid.org/0009-0006-4890-0210"},"institutions":[{"id":"https://openalex.org/I4210130518","display_name":"Fraunhofer Research Institution for Individualized and Cell-Based Medical Engineering","ror":"https://ror.org/039c0bt50","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210130518","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Lukas Boudnik","raw_affiliation_strings":["Fraunhofer Research Institute for Individualized and Cell-based Medicine,Lübeck,Germany,23562"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Research Institute for Individualized and Cell-based Medicine,Lübeck,Germany,23562","institution_ids":["https://openalex.org/I4210130518"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031694780","display_name":"Jan GraBhoff","orcid":null},"institutions":[{"id":"https://openalex.org/I4210130518","display_name":"Fraunhofer Research Institution for Individualized and Cell-Based Medical Engineering","ror":"https://ror.org/039c0bt50","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210130518","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jan GraBhoff","raw_affiliation_strings":["Fraunhofer Research Institute for Individualized and Cell-based Medicine,Lübeck,Germany,23562"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Research Institute for Individualized and Cell-based Medicine,Lübeck,Germany,23562","institution_ids":["https://openalex.org/I4210130518"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070153320","display_name":"Felix Vollmer","orcid":null},"institutions":[{"id":"https://openalex.org/I4210130518","display_name":"Fraunhofer Research Institution for Individualized and Cell-Based Medical Engineering","ror":"https://ror.org/039c0bt50","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210130518","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Vollmer","raw_affiliation_strings":["Fraunhofer Research Institute for Individualized and Cell-based Medicine,Lübeck,Germany,23562"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Research Institute for Individualized and Cell-based Medicine,Lübeck,Germany,23562","institution_ids":["https://openalex.org/I4210130518"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011641162","display_name":"Philipp Rostalski","orcid":"https://orcid.org/0000-0003-0326-168X"},"institutions":[{"id":"https://openalex.org/I4210130518","display_name":"Fraunhofer Research Institution for Individualized and Cell-Based Medical Engineering","ror":"https://ror.org/039c0bt50","country_code":"DE","type":"nonprofit","lineage":["https://openalex.org/I4210130518","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Philipp Rostalski","raw_affiliation_strings":["Fraunhofer Research Institute for Individualized and Cell-based Medicine,Lübeck,Germany,23562"],"affiliations":[{"raw_affiliation_string":"Fraunhofer Research Institute for Individualized and Cell-based Medicine,Lübeck,Germany,23562","institution_ids":["https://openalex.org/I4210130518"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5005812582"],"corresponding_institution_ids":["https://openalex.org/I4210130518"],"apc_list":null,"apc_paid":null,"fwci":0.2984,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.3902027,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"2022","issue":null,"first_page":"1902","last_page":"1905"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":1.0,"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"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9983000159263611,"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/T12419","display_name":"Phonocardiography and Auscultation Techniques","score":0.9904999732971191,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.777359127998352},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.733496367931366},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6778635382652283},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6028699278831482},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5847505927085876},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.5615099668502808},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5199378728866577},{"id":"https://openalex.org/keywords/waveform","display_name":"Waveform","score":0.4723471403121948},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.45194342732429504},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.32771074771881104}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.777359127998352},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.733496367931366},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6778635382652283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6028699278831482},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5847505927085876},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.5615099668502808},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5199378728866577},{"id":"https://openalex.org/C197424946","wikidata":"https://www.wikidata.org/wiki/Q1165717","display_name":"Waveform","level":3,"score":0.4723471403121948},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.45194342732429504},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.32771074771881104},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009132","descriptor_name":"Muscles","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016477","descriptor_name":"Artifacts","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc48229.2022.9871723","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc48229.2022.9871723","pdf_url":null,"source":{"id":"https://openalex.org/S4363607706","display_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:36085932","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36085932","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},{"id":"pmh:oai:publica.fraunhofer.de:publica/427198","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/427198","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G3683144115","display_name":null,"funder_award_id":"12420002","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2002816941","https://openalex.org/W2095409369","https://openalex.org/W2162800060","https://openalex.org/W2163621334","https://openalex.org/W2510642588","https://openalex.org/W2938737526","https://openalex.org/W2945801048","https://openalex.org/W2952218014","https://openalex.org/W3006279055","https://openalex.org/W3027572331","https://openalex.org/W3099330747","https://openalex.org/W3100777112","https://openalex.org/W3106865607","https://openalex.org/W3209744178","https://openalex.org/W6725336789","https://openalex.org/W6903552942"],"related_works":["https://openalex.org/W52840052","https://openalex.org/W1974895211","https://openalex.org/W2129841057","https://openalex.org/W2176409448","https://openalex.org/W3040712279","https://openalex.org/W2364769705","https://openalex.org/W2056136368","https://openalex.org/W2374664672","https://openalex.org/W3162837891","https://openalex.org/W4367555392"],"abstract_inverted_index":{"The":[0,75,112,134,202],"electrocardiogram":[1],"(ECG)":[2],"is":[3,19],"a":[4,67,123,131,180],"vital":[5],"diagnostic":[6],"tool":[7],"used":[8,61],"in":[9,41,130],"many":[10],"health":[11],"applications.":[12],"In":[13,31,150,165],"practice,":[14],"interference":[15,211],"by":[16,193,212],"muscle":[17,39,135,213],"artifacts":[18,40,136],"very":[20],"common":[21],"and":[22,65,91,108,146,174,200,218],"may":[23,220],"significantly":[24],"complicate":[25],"interpretation":[26],"of":[27,38,86,116,126,189,206],"the":[28,36,73,105,109,120,140,147,151,160,190,195,207],"ECG":[29,43,63,88,100,196],"waveform.":[30],"this":[32,50,166],"work":[33],"we":[34,52,168],"investigate":[35],"removal":[37],"single-channel":[42,87],"signals":[44,94],"using":[45,83],"neural":[46,55,76],"network":[47,56],"models.":[48],"To":[49],"end,":[51],"compare":[53],"two":[54,161],"architectures":[57],"which":[58],"were":[59,102,137,156],"previously":[60],"for":[62,179],"denoising":[64,154],"propose":[66],"novel":[68],"third":[69],"method":[70],"based":[71],"on":[72,80,159,171],"ConvTasNet.":[74],"networks":[77],"are":[78],"trained":[79],"simulated":[81],"data":[82,101],"artificial":[84],"mixtures":[85],"(lead":[89],"II)":[90],"surface":[92],"EMG":[93],"taken":[95],"from":[96,104,139],"publicly":[97],"available":[98],"datasets.":[99,164],"sampled":[103,138],"MIT-BIH":[106,141,163],"Arrhythmia":[107],"PTB-XL":[110],"database.":[111,149],"former":[113],"provides":[114],"recordings":[115],"ambulatory":[117],"ECGs":[118],"while":[119],"latter":[121],"contains":[122],"large":[124],"variety":[125],"cardiac":[127],"pathologies":[128],"recorded":[129],"clinical":[132,181,222],"setting.":[133],"Noise":[142],"Stress":[143],"Test":[144],"database":[145],"TaiChi":[148],"past,":[152],"most":[153],"methods":[155,192,217],"only":[157],"tested":[158],"smaller":[162],"work,":[167],"report":[169,185],"performances":[170],"larger":[172],"datasets":[173],"thus":[175],"provide":[176],"stronger":[177],"evidence":[178],"use-case.":[182],"We":[183],"also":[184],"out-of":[186],"distribution":[187],"performance":[188],"three":[191],"switching":[194],"dataset":[197],"between":[198],"training":[199],"test.":[201],"herein":[203],"investigated":[204],"variant":[205],"ConvTasNet":[208],"substantially":[209],"reduces":[210],"artifacts,":[214],"outperforms":[215],"state-of-the-art":[216],"thus,":[219],"support":[221],"decision":[223],"making.":[224]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}