{"id":"https://openalex.org/W3009155888","doi":"https://doi.org/10.1109/globecom38437.2019.9014002","title":"DNN-Assisted Sensor for Energy-Efficient ECG Monitoring","display_name":"DNN-Assisted Sensor for Energy-Efficient ECG Monitoring","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3009155888","doi":"https://doi.org/10.1109/globecom38437.2019.9014002","mag":"3009155888"},"language":"en","primary_location":{"id":"doi:10.1109/globecom38437.2019.9014002","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom38437.2019.9014002","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Communications Conference (GLOBECOM)","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/A5070243715","display_name":"Tao-Yi Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tao-Yi Lee","raw_affiliation_strings":["Department of Computer Science, University of California, Irvine, Irvine, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Irvine, Irvine, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051196445","display_name":"Marco Levorato","orcid":"https://orcid.org/0000-0002-6920-4189"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marco Levorato","raw_affiliation_strings":["Department of Computer Science, University of California, Irvine, Irvine, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Irvine, Irvine, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007817952","display_name":"Nikil Dutt","orcid":"https://orcid.org/0000-0002-3060-8119"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nikil Dutt","raw_affiliation_strings":["Department of Computer Science, University of California, Irvine, Irvine, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of California, Irvine, Irvine, USA","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070243715"],"corresponding_institution_ids":["https://openalex.org/I204250578"],"apc_list":null,"apc_paid":null,"fwci":0.1603,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.59400819,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9998999834060669,"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":0.9998999834060669,"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/T10323","display_name":"Analog and Mixed-Signal Circuit Design","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9889000058174133,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.781238853931427},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.6948105096817017},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.6338191628456116},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.627702534198761},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5808220505714417},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5742469429969788},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.5451655983924866},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.5358031988143921},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.5199435949325562},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.5061106085777283},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5001721382141113},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.4467311203479767},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.4380091726779938},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.43125903606414795},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4273717403411865},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.2005719244480133},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.1941390037536621},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14733293652534485},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.14494091272354126},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12325674295425415},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.11667343974113464},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.0691104531288147}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.781238853931427},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.6948105096817017},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.6338191628456116},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.627702534198761},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5808220505714417},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5742469429969788},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.5451655983924866},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.5358031988143921},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.5199435949325562},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.5061106085777283},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5001721382141113},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.4467311203479767},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.4380091726779938},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.43125903606414795},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4273717403411865},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.2005719244480133},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.1941390037536621},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14733293652534485},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.14494091272354126},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12325674295425415},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.11667343974113464},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0691104531288147},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom38437.2019.9014002","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom38437.2019.9014002","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Global Communications Conference (GLOBECOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9200000166893005,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1484070046","https://openalex.org/W1497336187","https://openalex.org/W2095705004","https://openalex.org/W2101916373","https://openalex.org/W2104655872","https://openalex.org/W2106759147","https://openalex.org/W2127586655","https://openalex.org/W2142940228","https://openalex.org/W2169382889","https://openalex.org/W2169811683","https://openalex.org/W2251133041","https://openalex.org/W2263282356","https://openalex.org/W2292803250","https://openalex.org/W2442974303","https://openalex.org/W2790931684","https://openalex.org/W2902644322"],"related_works":["https://openalex.org/W1975451135","https://openalex.org/W2989915292","https://openalex.org/W2890570089","https://openalex.org/W2073793005","https://openalex.org/W2295628284","https://openalex.org/W3148968234","https://openalex.org/W145760256","https://openalex.org/W2028086369","https://openalex.org/W2111773953","https://openalex.org/W179829755"],"abstract_inverted_index":{"The":[0],"quasi-periodic":[1],"nature":[2],"of":[3,10,38,45,58,93,108],"electrocardiogram":[4],"(ECG)":[5],"signals":[6],"enables":[7],"the":[8,43,59,63,85,91,112],"use":[9],"compression":[11,27],"techniques":[12],"to":[13,54,65,83],"minimize":[14],"communications":[15],"and":[16,22,32,89,121],"reduce":[17,66,90],"energy":[18,119],"intake":[19],"for":[20,42,98],"diagnostic":[21,73,115],"preventive":[23],"health":[24],"monitoring.":[25],"However,":[26],"often":[28],"degrades":[29],"signal":[30,61],"quality":[31],"may":[33],"impair":[34],"analysis":[35],"by":[36],"means":[37],"machine":[39],"learning":[40],"algorithms":[41],"detection":[44],"anomalies.":[46],"In":[47],"this":[48],"paper,":[49],"we":[50],"present":[51],"an":[52],"approach":[53],"pre-select":[55],"relevant":[56],"portions":[57],"ECG":[60],"at":[62],"sensor":[64],"network":[67],"load":[68],"while":[69],"satisfying":[70],"a":[71,78,105],"predefined":[72],"sensitivity":[74],"requirement.":[75],"We":[76],"deploy":[77],"Deep":[79],"Neural":[80],"Network":[81],"(DNN)":[82],"filter-out":[84],"signal's":[86],"normal":[87],"rhythms":[88],"amount":[92],"data":[94],"stored":[95],"or":[96],"transmitted":[97],"further":[99],"processing.":[100],"Our":[101],"extensive":[102],"experiments":[103],"covering":[104],"wide":[106],"range":[107],"DNN":[109],"hyper-parameters":[110],"illustrate":[111],"tradeoff":[113],"between":[114],"sensitivity,":[116],"channel":[117],"usage,":[118],"consumption":[120],"computational":[122],"complexity.":[123]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}