{"id":"https://openalex.org/W4200226779","doi":"https://doi.org/10.1109/embc46164.2021.9629700","title":"An atrial fibrillation detection system based on machine learning algorithm with mix-domain features and hardware acceleration","display_name":"An atrial fibrillation detection system based on machine learning algorithm with mix-domain features and hardware acceleration","publication_year":2021,"publication_date":"2021-11-01","ids":{"openalex":"https://openalex.org/W4200226779","doi":"https://doi.org/10.1109/embc46164.2021.9629700","pmid":"https://pubmed.ncbi.nlm.nih.gov/34891552"},"language":"en","primary_location":{"id":"doi:10.1109/embc46164.2021.9629700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9629700","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; 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":"2021 43rd 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":null,"display_name":"Chao Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chao Chen","raw_affiliation_strings":["Southeast University,School of Instrument Science and Engineering,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Instrument Science and Engineering,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Caiyun Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Caiyun Ma","raw_affiliation_strings":["Southeast University,School of Instrument Science and Engineering,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Instrument Science and Engineering,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yantao Xing","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yantao Xing","raw_affiliation_strings":["Southeast University,School of Instrument Science and Engineering,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Instrument Science and Engineering,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zinan Li","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zinan Li","raw_affiliation_strings":["Southeast University,School of Instrument Science and Engineering,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Instrument Science and Engineering,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hongxiang Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongxiang Gao","raw_affiliation_strings":["Southeast University,School of Instrument Science and Engineering,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Instrument Science and Engineering,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiangyu Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Zhang","raw_affiliation_strings":["Southeast University,School of Instrument Science and Engineering,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Instrument Science and Engineering,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chenxi Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenxi Yang","raw_affiliation_strings":["Southeast University,School of Instrument Science and Engineering,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Instrument Science and Engineering,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chengyu Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengyu Liu","raw_affiliation_strings":["Southeast University,School of Instrument Science and Engineering,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Instrument Science and Engineering,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jianqin Li","orcid":null},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianqin Li","raw_affiliation_strings":["Southeast University,School of Instrument Science and Engineering,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,School of Instrument Science and Engineering,China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":null,"apc_paid":null,"fwci":2.4211,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.89285714,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"2021","issue":null,"first_page":"1423","last_page":"1426"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9702000021934509,"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":0.9702000021934509,"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/T10065","display_name":"Atrial Fibrillation Management and Outcomes","score":0.014999999664723873,"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/T10598","display_name":"Cardiac pacing and defibrillation studies","score":0.0026000000070780516,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.532800018787384},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.46389999985694885},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.43950000405311584},{"id":"https://openalex.org/keywords/entropy","display_name":"Entropy (arrow of time)","score":0.396699994802475},{"id":"https://openalex.org/keywords/programmable-logic-controller","display_name":"Programmable logic controller","score":0.39590001106262207},{"id":"https://openalex.org/keywords/acceleration","display_name":"Acceleration","score":0.36809998750686646},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.3603000044822693}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.713699996471405},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6000999808311462},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.532800018787384},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5131000280380249},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.46389999985694885},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45080000162124634},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.43950000405311584},{"id":"https://openalex.org/C106301342","wikidata":"https://www.wikidata.org/wiki/Q4117933","display_name":"Entropy (arrow of time)","level":2,"score":0.396699994802475},{"id":"https://openalex.org/C37374048","wikidata":"https://www.wikidata.org/wiki/Q188674","display_name":"Programmable logic controller","level":2,"score":0.39590001106262207},{"id":"https://openalex.org/C117896860","wikidata":"https://www.wikidata.org/wiki/Q11376","display_name":"Acceleration","level":2,"score":0.36809998750686646},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.3603000044822693},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35659998655319214},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.3246000111103058},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.31690001487731934},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.3140999972820282},{"id":"https://openalex.org/C199190896","wikidata":"https://www.wikidata.org/wiki/Q3509276","display_name":"Learning classifier system","level":3,"score":0.2800999879837036},{"id":"https://openalex.org/C106516650","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm design","level":2,"score":0.2556000053882599},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.2531999945640564},{"id":"https://openalex.org/C206274596","wikidata":"https://www.wikidata.org/wiki/Q1063837","display_name":"Programmable logic device","level":2,"score":0.2502000033855438}],"mesh":[{"descriptor_ui":"D000054","descriptor_name":"Acceleration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000054","descriptor_name":"Acceleration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000054","descriptor_name":"Acceleration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001281","descriptor_name":"Atrial Fibrillation","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001281","descriptor_name":"Atrial Fibrillation","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D001281","descriptor_name":"Atrial Fibrillation","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004562","descriptor_name":"Electrocardiography","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}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc46164.2021.9629700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc46164.2021.9629700","pdf_url":null,"source":{"id":"https://openalex.org/S4363607750","display_name":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; 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":"2021 43rd Annual International Conference of the IEEE Engineering in Medicine &amp; Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:34891552","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34891552","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1862394037","https://openalex.org/W2068229127","https://openalex.org/W2069391559","https://openalex.org/W2077204677","https://openalex.org/W2102566115","https://openalex.org/W2114775432","https://openalex.org/W2140005438","https://openalex.org/W2772943635","https://openalex.org/W2806922192","https://openalex.org/W2888456553","https://openalex.org/W2896314332","https://openalex.org/W2902385594","https://openalex.org/W2919604826","https://openalex.org/W2951567882","https://openalex.org/W2971069467","https://openalex.org/W2981422594","https://openalex.org/W2985082660","https://openalex.org/W3001733392","https://openalex.org/W3113968199"],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,20,153],"real-time":[4],"electrocardiogram":[5],"(ECG)":[6],"analysis":[7],"system":[8,24,103],"that":[9,147],"can":[10],"detect":[11],"atrial":[12],"fibrillation":[13],"(AF)":[14],"using":[15,64,107],"machine":[16],"learning":[17],"algorithms":[18],"without":[19],"cloud":[21],"server.":[22],"The":[23,46,98,119,135],"takes":[25],"advantage":[26],"of":[27,31,40,43,93,100,139,148,156,159],"the":[28,32,38,65,90,94,101,108,140,149,160],"heterogeneous":[29],"structure":[30],"Zynq":[33],"system-on-chip":[34],"(SoC)":[35],"to":[36,69,146],"optimize":[37],"tasks":[39],"local":[41],"implementation":[42,158],"AF":[44,74,77,136,161],"detection.":[45,75,162],"features":[47,53,56,72],"extraction":[48],"is":[49,62,86,104,143],"based":[50,79],"on":[51,80,130],"multi-domain":[52],"including":[54],"entropy":[55],"and":[57,115,126],"RR":[58],"interval":[59],"features,":[60],"which":[61],"conducted":[63],"embedded":[66,141],"micro":[67],"controller":[68],"generate":[70],"significant":[71],"for":[73,96],"An":[76],"classifier":[78],"artificial":[81],"neural":[82],"network":[83],"(ANN)":[84],"algorithm":[85,142],"then":[87],"implemented":[88],"in":[89],"programmable":[91],"logic":[92],"SoC":[95],"acceleration.":[97],"validation":[99],"proposed":[102],"performed":[105],"by":[106],"real-world":[109],"ECG":[110],"data":[111],"from":[112],"MIT-BIH":[113],"database":[114],"CPSC":[116],"2018":[117],"database.":[118],"experimental":[120],"results":[121],"show":[122],"an":[123],"accuracy":[124],"93.60%":[125],"97.78%":[127],"when":[128],"tested":[129],"these":[131],"two":[132],"databases":[133],"respectively.":[134],"detection":[137],"performance":[138,155],"majorly":[144],"identical":[145],"PC-based":[150],"algorithm,":[151],"indicating":[152],"robust":[154],"hardware":[157]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2021-12-31T00:00:00"}
