{"id":"https://openalex.org/W3167726672","doi":"https://doi.org/10.1142/s0218001421590072","title":"Intelligent Diagnosis Method Based on 2DECG Model","display_name":"Intelligent Diagnosis Method Based on 2DECG Model","publication_year":2020,"publication_date":"2020-09-09","ids":{"openalex":"https://openalex.org/W3167726672","doi":"https://doi.org/10.1142/s0218001421590072","mag":"3167726672"},"language":"en","primary_location":{"id":"doi:10.1142/s0218001421590072","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001421590072","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-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/A5103104150","display_name":"Weibo Song","orcid":"https://orcid.org/0009-0005-1469-0270"},"institutions":[{"id":"https://openalex.org/I107982497","display_name":"Dalian Ocean University","ror":"https://ror.org/0523b6g79","country_code":"CN","type":"education","lineage":["https://openalex.org/I107982497"]},{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Weibo Song","raw_affiliation_strings":["College of Information Engineering, Dalian Ocean University, Dalian, Liaoning, P. R. China","School of Control Science and Engineering, Dalian University of Technology, Dalian, Liaoning, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Dalian Ocean University, Dalian, Liaoning, P. R. China","institution_ids":["https://openalex.org/I107982497"]},{"raw_affiliation_string":"School of Control Science and Engineering, Dalian University of Technology, Dalian, Liaoning, P. R. China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102710129","display_name":"Wei Wang","orcid":"https://orcid.org/0000-0003-0860-9198"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Wang","raw_affiliation_strings":["School of Control Science and Engineering, Dalian University of Technology, Dalian, Liaoning, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-8980-2680","affiliations":[{"raw_affiliation_string":"School of Control Science and Engineering, Dalian University of Technology, Dalian, Liaoning, P. R. China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002721181","display_name":"Fengjiao Jiang","orcid":null},"institutions":[{"id":"https://openalex.org/I107982497","display_name":"Dalian Ocean University","ror":"https://ror.org/0523b6g79","country_code":"CN","type":"education","lineage":["https://openalex.org/I107982497"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengjiao Jiang","raw_affiliation_strings":["College of Information Engineering, Dalian Ocean University, Dalian, Liaoning, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Engineering, Dalian Ocean University, Dalian, Liaoning, P. R. China","institution_ids":["https://openalex.org/I107982497"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5103104150"],"corresponding_institution_ids":["https://openalex.org/I107982497","https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.33270017,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"35","issue":"02","first_page":"2159007","last_page":"2159007"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9951000213623047,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.9634000062942505,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8081580400466919},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7391833066940308},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6736281514167786},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.6125086545944214},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5736979842185974},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5007565021514893},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4621385633945465},{"id":"https://openalex.org/keywords/clinical-diagnosis","display_name":"Clinical diagnosis","score":0.43193167448043823},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42693769931793213},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.075829416513443}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8081580400466919},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7391833066940308},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6736281514167786},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6125086545944214},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5736979842185974},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5007565021514893},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4621385633945465},{"id":"https://openalex.org/C2983449737","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Clinical diagnosis","level":2,"score":0.43193167448043823},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42693769931793213},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.075829416513443},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218001421590072","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001421590072","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1535778627","https://openalex.org/W2559655401","https://openalex.org/W2784316640","https://openalex.org/W2785419426","https://openalex.org/W2792007609","https://openalex.org/W2806806521","https://openalex.org/W2807367691","https://openalex.org/W2810123878","https://openalex.org/W2888491225","https://openalex.org/W2889184839","https://openalex.org/W2891272861","https://openalex.org/W2905227413","https://openalex.org/W2908603469","https://openalex.org/W2910545274","https://openalex.org/W2913789442","https://openalex.org/W2942382135","https://openalex.org/W2966167937","https://openalex.org/W2966850485","https://openalex.org/W2979828926","https://openalex.org/W2986886452","https://openalex.org/W2987011834","https://openalex.org/W2990357281","https://openalex.org/W2995520348","https://openalex.org/W3000662942","https://openalex.org/W3040303363"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4375867731","https://openalex.org/W2611989081","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3029198973","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Electrophysiological":[0],"signals":[1,24],"can":[2,79,164],"effectively":[3],"reflect":[4],"various":[5],"physiological":[6],"states":[7],"of":[8,22,34,57,72,92,131,150],"human":[9],"body,":[10],"and":[11,163],"provide":[12],"favorable":[13],"basis":[14],"for":[15],"medical":[16,27,49,61],"diagnosis.":[17],"However,":[18],"the":[19,31,48,55,70,105,115,137,148,153],"correct":[20],"analysis":[21],"electrophysiological":[23],"requires":[25],"professional":[26],"diagnosis":[28,38,58,94,161],"experience.":[29,62],"With":[30],"rapid":[32],"development":[33],"artificial":[35],"intelligence,":[36],"intelligent":[37],"methods":[39],"based":[40,95,119],"on":[41,60,96,120],"deep":[42],"learning":[43,64],"are":[44,134],"gradually":[45],"applied":[46],"in":[47,51,69,156],"field":[50,71],"order":[52],"to":[53,167],"reduce":[54],"dependence":[56],"results":[59,143],"Deep":[63],"has":[65,159],"made":[66],"remarkable":[67],"achievements":[68],"image":[73],"processing,":[74],"through":[75,83],"which":[76],"deeper":[77],"information":[78],"be":[80],"extracted":[81],"than":[82],"time-series":[84,106],"signals.":[85],"Therefore,":[86],"this":[87,157],"paper":[88,158],"proposes":[89],"a":[90],"method":[91,154],"2DECG":[93],"Faster":[97,116,138],"R-CNN":[98,117,139],"(Faster":[99],"Region-based":[100],"Convolutional":[101],"Neural":[102],"Network).":[103],"First,":[104],"ECG":[107,132],"signal":[108],"is":[109,122],"transformed":[110],"into":[111],"two-dimensional":[112],"curve.":[113],"Then,":[114],"model":[118],"beat":[121],"obtained":[123],"by":[124,136],"using":[125],"dataset":[126],"training.":[127],"Finally,":[128],"three":[129],"kinds":[130],"diseases":[133,169],"diagnosed":[135],"model.":[140],"The":[141],"test":[142],"show":[144],"that":[145],"compared":[146],"with":[147],"effect":[149],"one-dimensional":[151],"CNN,":[152],"proposed":[155],"high":[160],"accuracy":[162],"help":[165],"doctors":[166],"diagnose":[168],"more":[170],"intuitively.":[171]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}