{"id":"https://openalex.org/W7037488339","doi":null,"title":"Dise\u00f1o, optimizaci\u00f3n y validaci\u00f3n de un delineador de electrocardiogramas basado en redes neuronales profundas U-NET","display_name":"Dise\u00f1o, optimizaci\u00f3n y validaci\u00f3n de un delineador de electrocardiogramas basado en redes neuronales profundas U-NET","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W7037488339"},"language":"es","primary_location":{"id":"pmh:oai:zaguan.unizar.es:149441","doi":null,"is_oa":true,"landing_page_url":"http://zaguan.unizar.es/record/149441","pdf_url":"https://zaguan.unizar.es/record/149441/files/TAZ-TFG-2024-4055.pdf","source":{"id":"https://openalex.org/S4306402461","display_name":"Zaguan (Universidad de Zaragoza)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I255234318","host_organization_name":"Universidad de Zaragoza","host_organization_lineage":["https://openalex.org/I255234318"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/bachelorThesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zaguan.unizar.es/record/149441/files/TAZ-TFG-2024-4055.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Fern\u00e1ndez Rodrigo, Rub\u00e9n","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fern\u00e1ndez Rodrigo, Rub\u00e9n","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Mart\u00ednez Cort\u00e9s, Juan Pablo","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mart\u00ednez Cort\u00e9s, Juan Pablo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5123561970","display_name":"Antonio Miguel Artiaga","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Miguel Artiaga, Antonio","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"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/T10217","display_name":"Cardiac electrophysiology and arrhythmias","score":0.0,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.0,"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/ecg-segmentation","display_name":"ECG segmentation","score":0.8059999942779541},{"id":"https://openalex.org/keywords/u-net","display_name":"U-Net","score":0.8650000095367432},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.7089999914169312},{"id":"https://openalex.org/keywords/p-wave-detection","display_name":"P-wave detection","score":0.6119999885559082},{"id":"https://openalex.org/keywords/qrs-detection","display_name":"QRS complex detection","score":0.9710000157356262},{"id":"https://openalex.org/keywords/t-wave-detection","display_name":"T wave detection","score":0.9990000128746033},{"id":"https://openalex.org/keywords/cardiac-morphology","display_name":"cardiac morphology","score":0.5619999766349792},{"id":"https://openalex.org/keywords/data-augmentation","display_name":"data augmentation","score":0.7760000228881836},{"id":"https://openalex.org/keywords/ecg-morphology","display_name":"ECG morphology","score":0.48899999260902405}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5099999904632568},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.4697999954223633},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.3009999990463257},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.2045000046491623},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.20419999957084656},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.19869999587535858},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.18569999933242798},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1835000067949295},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.16060000658035278},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.15760000050067902}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:zaguan.unizar.es:149441","doi":null,"is_oa":true,"landing_page_url":"http://zaguan.unizar.es/record/149441","pdf_url":"https://zaguan.unizar.es/record/149441/files/TAZ-TFG-2024-4055.pdf","source":{"id":"https://openalex.org/S4306402461","display_name":"Zaguan (Universidad de Zaragoza)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I255234318","host_organization_name":"Universidad de Zaragoza","host_organization_lineage":["https://openalex.org/I255234318"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/bachelorThesis"}],"best_oa_location":{"id":"pmh:oai:zaguan.unizar.es:149441","doi":null,"is_oa":true,"landing_page_url":"http://zaguan.unizar.es/record/149441","pdf_url":"https://zaguan.unizar.es/record/149441/files/TAZ-TFG-2024-4055.pdf","source":{"id":"https://openalex.org/S4306402461","display_name":"Zaguan (Universidad de Zaragoza)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I255234318","host_organization_name":"Universidad de Zaragoza","host_organization_lineage":["https://openalex.org/I255234318"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/bachelorThesis"},"sustainable_development_goals":[{"score":0.46810001134872437,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7037488339.pdf","grobid_xml":"https://content.openalex.org/works/W7037488339.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1999163998","https://openalex.org/W2017263726","https://openalex.org/W2112796928","https://openalex.org/W2127510558","https://openalex.org/W2589049692","https://openalex.org/W2831775039","https://openalex.org/W2891154157","https://openalex.org/W3024131723","https://openalex.org/W3082172359","https://openalex.org/W3120886412","https://openalex.org/W3167986199","https://openalex.org/W3171873561","https://openalex.org/W3211658062","https://openalex.org/W4309137550","https://openalex.org/W4319941003","https://openalex.org/W4366003071","https://openalex.org/W4381714976","https://openalex.org/W4385345368","https://openalex.org/W4400838629","https://openalex.org/W6903398280"],"related_works":["https://openalex.org/W3120886412","https://openalex.org/W7206937730","https://openalex.org/W7023716846","https://openalex.org/W4400746449","https://openalex.org/W4233156859","https://openalex.org/W3023863673","https://openalex.org/W4390705540","https://openalex.org/W6989329945","https://openalex.org/W4293534759","https://openalex.org/W7130515917"],"abstract_inverted_index":{"El":[0,48,163],"presente":[1],"trabajo":[2],"aborda":[3],"el":[4,191,203],"desarrollo":[5],"de":[6,9,25,35,40,55,69,73,76,88,101,108,124,126,144],"un":[7,167],"delineador":[8,192],"electrocardiogramas":[10],"(ECG)":[11],"basado":[12],"en":[13,32,147,176,183,188,198],"redes":[14],"neuronales":[15],"profundas,":[16],"utilizando":[17],"la":[18,33,38,53,119,142,148,177],"arquitectura":[19,149],"U-NET.":[20],"Se":[21],"propone":[22],"una":[23,43,86,92,105,154],"adaptaci\u00f3n":[24],"esta":[26],"red,":[27],"reconocida":[28],"por":[29],"su":[30],"eficacia":[31],"segmentaci\u00f3n":[34],"im\u00e1genes,":[36],"para":[37,116],"delineaci\u00f3n":[39],"se\u00f1ales":[41,77],"ECG,":[42,60],"aplicaci\u00f3n":[44],"a\u00fan":[45],"poco":[46],"explorada.":[47],"objetivo":[49],"principal":[50],"es":[51],"optimizar":[52],"identificaci\u00f3n":[54],"las":[56,67],"ondas":[57],"clave":[58],"del":[59,95,131],"como":[61,141,196],"P,":[62],"QRS":[63],"y":[64,112,137],"T,":[65],"superando":[66],"limitaciones":[68],"los":[70,114,159,171,186,189,199],"algoritmos":[71,160],"tradicionales":[72],"procesamiento":[74],"digital":[75],"(DSP),":[78],"que":[79,103,152,190,200],"suelen":[80],"mostrar":[81],"restricciones":[82],"al":[83],"enfrentarse":[84],"a":[85,118,158,170],"variedad":[87],"morfolog\u00edas.":[89],"Para":[90],"lograr":[91],"mayor":[93],"generalizaci\u00f3n":[94,155],"modelo,":[96],"se":[97,133,138,181],"emplearon":[98],"dos":[99],"bases":[100],"datos":[102,115],"contienen":[104],"amplia":[106],"gama":[107],"morfolog\u00edas":[109],"card\u00edacas":[110],"(armonizando":[111],"procesando":[113],"adecuarlos":[117],"entrada)":[120],"complementadas":[121],"con":[122],"t\u00e9cnicas":[123],"aumento":[125],"datos.":[127],"A":[128],"lo":[129,151],"largo":[130],"proyecto,":[132],"realizaron":[134],"diversas":[135],"pruebas":[136],"introdujeron":[139],"mejoras,":[140],"incorporaci\u00f3n":[143],"bloques":[145],"LSTM":[146],"U-NET,":[150],"permiti\u00f3":[153],"superior":[156],"frente":[157],"DSP":[161],"evaluados.":[162],"modelo":[164],"final":[165],"demostr\u00f3":[166],"rendimiento":[168],"comparable":[169],"mejores":[172],"delineadores":[173],"autom\u00e1ticos":[174],"documentados":[175],"literatura":[178],"actual.":[179],"Finalmente,":[180],"analizaron":[182],"detalle":[184],"tanto":[185],"casos":[187],"obtuvo":[193],"resultados":[194],"sobresalientes":[195],"aquellos":[197],"no":[201],"alcanz\u00f3":[202],"desempe\u00f1o":[204],"esperado.":[205]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-10-10T00:00:00"}