{"id":"https://openalex.org/W3047385195","doi":"https://doi.org/10.1109/percomworkshops48775.2020.9156260","title":"An Embedded CNN Implementation for On-Device ECG Analysis","display_name":"An Embedded CNN Implementation for On-Device ECG Analysis","publication_year":2020,"publication_date":"2020-03-01","ids":{"openalex":"https://openalex.org/W3047385195","doi":"https://doi.org/10.1109/percomworkshops48775.2020.9156260","mag":"3047385195"},"language":"en","primary_location":{"id":"doi:10.1109/percomworkshops48775.2020.9156260","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomworkshops48775.2020.9156260","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","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/A5005763718","display_name":"Alwyn Burger","orcid":"https://orcid.org/0000-0001-7537-5665"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Alwyn Burger","raw_affiliation_strings":["Embedded Systems, University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"Embedded Systems, University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001344682","display_name":"Chao Qian","orcid":null},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Chao Qian","raw_affiliation_strings":["Embedded Systems, University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"Embedded Systems, University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028943371","display_name":"Gregor Schiele","orcid":"https://orcid.org/0000-0003-4266-4828"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gregor Schiele","raw_affiliation_strings":["Embedded Systems, University of Duisburg-Essen, Duisburg, Germany"],"affiliations":[{"raw_affiliation_string":"Embedded Systems, University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034866545","display_name":"Domenik Helms","orcid":"https://orcid.org/0000-0001-7326-200X"},"institutions":[{"id":"https://openalex.org/I202367325","display_name":"Oldenburger Institut f\u00fcr Informatik","ror":"https://ror.org/003sav189","country_code":"DE","type":"facility","lineage":["https://openalex.org/I202367325"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Domenik Helms","raw_affiliation_strings":["OFFIS Institute for Computer Science, Oldenburg, Germany"],"affiliations":[{"raw_affiliation_string":"OFFIS Institute for Computer Science, Oldenburg, Germany","institution_ids":["https://openalex.org/I202367325"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5005763718"],"corresponding_institution_ids":["https://openalex.org/I62318514"],"apc_list":null,"apc_paid":null,"fwci":2.9909,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.92922062,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9861000180244446,"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":0.9861000180244446,"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/T12495","display_name":"Electrostatic Discharge in Electronics","score":0.941100001335144,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9229000210762024,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8485817313194275},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.76109778881073},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7316423654556274},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6329464316368103},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5549924373626709},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.49196264147758484},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.44450661540031433},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4048118591308594},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38861939311027527},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3242573142051697},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08691737055778503}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8485817313194275},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.76109778881073},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7316423654556274},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6329464316368103},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5549924373626709},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.49196264147758484},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.44450661540031433},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4048118591308594},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38861939311027527},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3242573142051697},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08691737055778503}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/percomworkshops48775.2020.9156260","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomworkshops48775.2020.9156260","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","raw_type":"proceedings-article"},{"id":"pmh:oai:bibliographie.ub.uni-due.de:ubo_mods_00153915","is_oa":false,"landing_page_url":"https://doi.org/10.1109/PerComWorkshops48775.2020.9156260","pdf_url":null,"source":{"id":"https://openalex.org/S7407055102","display_name":"Universit\u00e4tsbibliographie, Universit\u00e4t Duisburg-Essen","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":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Buchaufsatz/Kapitel"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1605005685","https://openalex.org/W2095409369","https://openalex.org/W2286365479","https://openalex.org/W2300242332","https://openalex.org/W2612449331","https://openalex.org/W2725001169","https://openalex.org/W2760477357","https://openalex.org/W2897268301","https://openalex.org/W2901051931","https://openalex.org/W2933062780","https://openalex.org/W2951537853","https://openalex.org/W2972733087","https://openalex.org/W6696004547"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W4245926026","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W4389340727","https://openalex.org/W3150465815","https://openalex.org/W1997222214","https://openalex.org/W2802581102","https://openalex.org/W4311097251"],"abstract_inverted_index":{"IoT":[0,45],"systems":[1],"that":[2,37,88,110],"employ":[3],"AI":[4],"and":[5,27],"neural":[6],"networks":[7],"for":[8],"processing":[9],"sensor":[10],"data":[11],"are":[12,65],"usually":[13],"dependent":[14],"on":[15,42],"an":[16],"active":[17],"connection":[18],"to":[19,24,69,96],"the":[20,58,72],"cloud,":[21],"or":[22,62],"restricted":[23],"simplified":[25],"models":[26],"techniques.":[28],"By":[29],"employing":[30],"a":[31,77],"highly":[32],"optimised":[33],"Convolutional":[34],"Neural":[35],"Network":[36],"can":[38,48,91,117],"be":[39],"executed":[40],"directly":[41],"our":[43,89,108],"heterogeneous":[44],"device,":[46],"we":[47,86],"address":[49],"both":[50],"these":[51],"problems":[52],"without":[53],"sacrificing":[54],"accuracy.":[55],"Additionally,":[56],"leveraging":[57],"cloud":[59],"when":[60],"unknown":[61],"uncertain":[63],"samples":[64],"seen":[66],"allows":[67],"us":[68],"continuously":[70],"improve":[71],"model.":[73],"Capable":[74],"of":[75,94],"running":[76],"\u201cnormal\u201d":[78],"model":[79],"trained":[80],"using":[81,107],"frameworks":[82],"such":[83,101],"as":[84,102],"TensorFlow,":[85],"show":[87],"system":[90],"achieve":[92],"accuracy":[93],"up":[95],"97%":[97],"in":[98],"medical":[99],"applications":[100],"ECGs.":[103],"This":[104],"is":[105],"done":[106],"device":[109],"uses":[111],"less":[112],"than":[113,121],"200":[114],"mW":[115],"but":[116],"locally":[118],"process":[119],"more":[120],"300":[122],"heart":[123],"beats":[124],"per":[125],"second.":[126]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":5}],"updated_date":"2026-03-02T08:37:19.008085","created_date":"2025-10-10T00:00:00"}
