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Malina, Ondřej. „Detekce začátku a konce komplexu QRS s využitím hlubokého učení“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2021. http://www.nusl.cz/ntk/nusl-442595.
Der volle Inhalt der QuelleFarber, Dawn L. (Dawn Lee). „Multi-channel QRS detector“. Thesis, Massachusetts Institute of Technology, 1996. http://hdl.handle.net/1721.1/10868.
Der volle Inhalt der QuelleHanna, Rafik. „VALIDATION OF QUICKSCAT RADIOMETER (QRAD) MICROWAVE BRIGHTNESS TEMPERTURE MEASURMENTS“. Doctoral diss., University of Central Florida, 2009. http://digital.library.ucf.edu/cdm/ref/collection/ETD/id/3990.
Der volle Inhalt der QuellePh.D.
School of Electrical Engineering and Computer Science
Engineering and Computer Science
Electrical Engineering PhD
Kuna, Zdeněk. „Detekce komplexů QRS v signálech EKG“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2010. http://www.nusl.cz/ntk/nusl-218655.
Der volle Inhalt der QuelleZedníček, Vlastimil. „Detekce QRS založená na vlnkové transformaci“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2014. http://www.nusl.cz/ntk/nusl-220878.
Der volle Inhalt der QuelleZhorný, Lukáš. „Detekce komplexů QRS v signálech EKG“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2020. http://www.nusl.cz/ntk/nusl-413175.
Der volle Inhalt der QuelleKocian, Ondřej. „Detekce komplexů QRS s využitím vlnkové transformace“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2009. http://www.nusl.cz/ntk/nusl-217974.
Der volle Inhalt der QuelleLoviška, David. „Detekce QRS komplexu s využitím vlnkové transformace“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2010. http://www.nusl.cz/ntk/nusl-218652.
Der volle Inhalt der QuelleHanus, Rostislav. „Detekce QRS založená na počítání průchodů nulou“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2012. http://www.nusl.cz/ntk/nusl-219638.
Der volle Inhalt der QuelleHylmar, Petr. „Detekce QRS založená na počítání průchodů nulou“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2014. http://www.nusl.cz/ntk/nusl-220865.
Der volle Inhalt der QuelleSpáčil, Jakub. „Optimální detekce hranic QRS komplexu v EKG signálech“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2010. http://www.nusl.cz/ntk/nusl-218719.
Der volle Inhalt der QuelleHráček, Roman. „Softwarový balík pro frekvenční metody detekce QRS komplexu“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2015. http://www.nusl.cz/ntk/nusl-221390.
Der volle Inhalt der QuelleDaňová, Ľudmila. „Automatická detekce srdečních patologií pomocí vysokofrekvenčních složek komplexu QRS“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2020. http://www.nusl.cz/ntk/nusl-432856.
Der volle Inhalt der QuelleOliveira, Alexandre Tomazati. „Detecção do complexo QRS em sinais cardiacos utilizando FPGA“. [s.n.], 2009. http://repositorio.unicamp.br/jspui/handle/REPOSIP/264060.
Der volle Inhalt der QuelleDissertação (mestrado) - Universidade Estadual de Campinas, Faculdade de Engenharia Mecanica
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Resumo: O eletrocardiograma (ECG) é uma ferramenta utilizada para o diagnóstico de cardiopatias e outras doenças. Este trabalho tem como objetivo a detecção do complexo QRS, com foco na onda R, que representa a contração dos ventrículos. Para isso, são apresentadas duas técnicas de processamento do sinal de ECG. A primeira utiliza o algoritmo proposto por Pan & Tompkins que consiste em um banco de filtros digitais. A segunda faz uso da transformada wavelet discreta, que permite a localização de características de sinais tanto no tempo quanto na frequência. É apresentado um comparativo da eficácia dos dois algoritmos com base na sua implementação através de FPGA, utilizando dois métodos, o processamento serial em microcontrolador programado em C e o paralelo inteiramente em VHDL, com o intuito de comparar os tempos de processamento. Os resultados sugerem que trabalhos futuros poderão ser baseados na investigação de outras famílias wavelets para a detecção do complexo QRS em sinais de ECG, bem como explorar outros métodos de implementação de filtros em FPGA.
Abstract: The electrocardiogram (ECG) is a tool used for diagnosis of diseases related to the heart. This work has the purpose of detecting QRS complex, focusing on the R wave, which represents the ventricles'contraction. It is presented two techniques of processing ECG signals. The first uses Pan & Tompkins algorithm based on digital filtering. The second uses the discrete wavelet transform, which represents the characteristics of the signal simultaneously in time and frequency. It is presented a comparison of the efficacy of both algorithms, which are implemented in FPGA, using serial processing based on a C programmed microcontroller, and parallel processing entirely in VHDL, with the purpose of comparing the time of processing. The results suggest that future work can be based on the investigation of other wavelets family for detecting QRS complex in ECG signals and other methods of implementing filters in FPGA.
Mestrado
Mecanica dos Sólidos e Projeto Mecanico
Mestre em Engenharia Mecânica
Saraiva, Aratã Andrade. „Detecção do complexo QRS através de morfologia matemática multiescalar“. Universidade Tecnológica Federal do Paraná, 2012. http://repositorio.utfpr.edu.br/jspui/handle/1/437.
Der volle Inhalt der QuelleThis work presents the multiscale mathematical morphology with four scales applied in the ECG signal for detection of the QRS complex. To develop this Biomedical Engineering multidisciplinary work were used knowledge of Cardiology, Electrocardiography, Biostatistics, Biomedical Digital Signal Processing, Signal Detection Theory, ROC Analysis and Performance Classifiers Indexes, interacting with areas of Medicine, Statistics, Mathematics, Computer Engineering and Electrical Engineering. The tests were realized with MIT/BIH ECG signals database. The performance of the method was evaluated using ROC curves and the DER index. The results were compared with the multiscale mathematical morphology of one, two and three scales. In the results was observed that the multiscale mathematical morphology with four scales presented better indexes detection of the QRS complex, confirming its potential in biomedical signal processing, supporting the handling of the QRS complex and offering improvements in detection.
Daňová, Ľudmila. „Automatická detekce srdečních patologií pomocí vysokofrekvenčních složek komplexu QRS“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2021. http://www.nusl.cz/ntk/nusl-442483.
Der volle Inhalt der QuelleEngström, Magnus, und Nadia Soheily. „EKG-analys och presentation“. Thesis, KTH, Data- och elektroteknik, 2014. http://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-154539.
Der volle Inhalt der QuelleThe interpretation of the ECG is an important method in the diagnosis of abnormal heart conditions and can be used proactively to discover previ-ously unknown heart problems. Being able to easily measure the ECG and get it analyzed and presented in a clear manner without having to consult a doctor is improtant to satisfy consumer needs. This report describes how an ECG signal is treated with different algo-rithms and methods to detect the heartbeat and its various parameters. This information is used to classify each heartbeat separately and thus determine whether the user has a normal or abnormal cardiac function. To achieve this a software prototype was developed in which the algorithms were implemented. A questionnaire survey was done in order to examine how the output of the software prototype should be presented for a user with no medical training. Seven ECG files from MIT-BIH Arrhythmia database were used for validation of the algorithms. The developed algorithms could detect of if any abnormality of heart function occurred and informed the users to consult a physician. The presentation of the heart function was based on the result from the questioner.
Price, Nicholas F. „Deriving the Time-Course of the Dominant Frequency of Atrial Fibrillation from a Long Term in vivo Sheep Model using QRST Removal Techniques“. University of Toledo / OhioLINK, 2011. http://rave.ohiolink.edu/etdc/view?acc_num=toledo1319763800.
Der volle Inhalt der QuelleKoc, Bengi. „Detection And Classification Of Qrs Complexes From The Ecg Recordings“. Master's thesis, METU, 2008. http://etd.lib.metu.edu.tr/upload/2/12610328/index.pdf.
Der volle Inhalt der Quelles method that utilizes the morphological features of the ECG signal (Method III) and a neural network based QRS detection method (Method IV). Overall sensitivity and positive predictivity values above 99% are achieved with each method, which are compatible with the results reported in literature. Method III has the best overall performance among the others with a sensitivity of 99.93% and a positive predictivity of 100.00%. Based on the detected QRS complexes, some features were extracted and classification of some beat types were performed. In order to classify the detected beats, three methods were taken from literature and implemented in this thesis: a Kth nearest neighbor rule based method (Method I), a neural network based method (Method II) and a rule based method (Method III). Overall results of Method I and Method II have sensitivity values above 92.96%. These findings are also compatible with those reported in the related literature. The classification made by the rule based approach, Method III, did not coincide well with the annotations provided in the MIT-BIH database. The best results were achieved by Method II with the overall sensitivity value of 95.24%.
Aro, A. (Aapo). „Electrocardiographic risk markers of sudden cardiac death in middle-aged subjects“. Doctoral thesis, Oulun yliopisto, 2013. http://urn.fi/urn:isbn:9789526201795.
Der volle Inhalt der QuelleTiivistelmä Sydänperäinen äkkikuolema on yleisin kuolinsyy länsimaissa, missä puolet sydänkuolemista ja 15–20 % kokonaiskuolleisuudesta johtuu äkillisestä sydänpysähdyksestä. Sepelvaltimotauti on yleisin taustalla oleva syy, ja jopa puolessa sepelvaltimotautikuolemista äkkikuolema on taudin ensimmäinen oire. Jo pitkään on yritetty kehittää menetelmiä, joilla voitaisiin tunnistaa suurimmassa äkkikuoleman vaarassa olevat. 12-kanavainen EKG on laajalti käytössä oleva tutkimus, jolla tutkitaan sydämen sähköistä toimintaa, mutta sydänperäistä äkkikuolemaa spesifisti väestössä ennustavia EKG-poikkeavuuksia ei ole juuri pystytty osoittamaan. Tämän väitöskirjatyön tarkoituksena oli tutkia, miten EKG:ssä nähtävät ilmiöt kuten QRS kompleksin kesto, QRS-kompleksin ja T-aallon välinen kulma, kääntyneet T-aallot sekä PR-aika korreloivat ennusteeseen väestötasolla. Tutkimme 10899 suomalaisen keski-ikäisen henkilön (52 % miehiä) EKG:t, jotka oli rekisteröity 1966–1972, ja seurasimme tutkittavia keskimäärin 30 (± 11) vuotta. Leventynyt QRS kompleksi ≥ 110 ms löytyi 1.3 %:lta ja epäspesifi kammionsisäinen johtumishäiriö eli IVCD (QRS ≥ 110 ms ilman osittaista tai täydellistä haarakatkosta) 0.6 %:lta tutkituista. Molemmat muutokset liittyivät lisääntyneeseen kokonaiskuolleisuuteen sekä sydänkuoleman riskiin. QRS kompleksin kesto ≥ 110 ms assosioitui lisäksi kaksinkertaiseen ja IVCD kolminkertaiseen äkkikuolemariskiin. 2 %:lla tutkituista sydänlihaksen depolarisaation suuntaa kuvaavan QRS-kompleksin akselin ja repolarisaatiota kuvaavan T-aallon akselin välinen frontaalitason QRS-T kulma oli leveä ≥ 100°. Näillä henkilöillä kokonaiskuolleisuus oli lisääntynyt, ja sydänperäisen äkkikuoleman riski oli yli kaksinkertainen verrattuna henkilöihin jolla QRS-T kulma oli < 100°. Oikeanpuoleisissa rintakytkennöissä V1–V3 todettiin negatiiviset T-aallot 0.5 %:lla tutkituista, mutta näillä ei ollut vaikutusta kuolleisuuteen. Sen sijaan henkilöillä, joilla todettiin negatiiviset T-aallot muissa kytkennöissä, oli yli kaksinkertainen sydänkuoleman ja äkillisen sydänpysähdyksen vaara muihin tutkittuihin verrattuna. Osallistujista 2.1 %:lla todettiin pidentynyt PR-aika > 200 ms. Tämä ei kuitenkaan vaikuttanut henkilöiden kuolleisuuteen eikä sydämen vajaatoiminnasta, eteisvärinästä tai aivoverenkiertohäiriöistä johtuvien sairaalahoitojen määrään. Tutkituista EKG:n poikkeavuuksista siis pidentynyt QRS-kompleksin kesto, IVCD ja leveä QRS-T kulma liittyvät selvästi lisääntyneeseen äkillisen sydänpysähdyksen riskiin. Sen sijaan pidentynyt PR-aika tai T-inversiot oikeanpuoleisissa rintakytkennöissä ilman muuta viitettä sydänsairaudesta eivät vaikuta ennusteeseen keski-ikäisessä väestössä
Heczko, Marian. „Analýza EKG signálů“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2009. http://www.nusl.cz/ntk/nusl-218152.
Der volle Inhalt der QuelleIeong, Chio In. „ECG QRS complex detection with programmable hardware = 心電圖QRS複合波檢測算法及可編程器件實現“. Thesis, University of Macau, 2008. http://umaclib3.umac.mo/record=b1939516.
Der volle Inhalt der QuelleSyed, Shah Nemath Farhan. „IMPLEMENTATION OF INTERACTIVE REMOTE PHYSIOLOGICAL MONITORING AND FEEDBACK TRAINING SYSTEM“. University of Akron / OhioLINK, 2006. http://rave.ohiolink.edu/etdc/view?acc_num=akron1164666232.
Der volle Inhalt der QuelleGao, Qiang. „A FPGA based low-cost high speed QRD-RLS array processing“. Thesis, University of Strathclyde, 2012. http://oleg.lib.strath.ac.uk:80/R/?func=dbin-jump-full&object_id=16922.
Der volle Inhalt der QuelleBergenholm, Linnéa. „Predicting QRS and PR interval prolongations in humans using nonclinical data“. Thesis, University of Warwick, 2017. http://wrap.warwick.ac.uk/92121/.
Der volle Inhalt der QuelleOliveira, Francisco Ivan de. „Transformada de Hilbert Sobre Bases de Wavelets: DetecÃÃo de Complexos QRS“. Universidade Federal do CearÃ, 2007. http://www.teses.ufc.br/tde_busca/arquivo.php?codArquivo=8599.
Der volle Inhalt der QuelleA tarefa mais importante em processamento de sinais de eletrocardiograma (ECG) à a determinaÃÃo exata do complexo de QRS, em particular, a detecÃÃo dos picos de onda R atravÃs de sistemas e anÃlises computadorizadas. à essencial, especialmente, para uma medida correta da variabilidade do ritmo cardÃaco (HRV). Um grande obstÃculo a ser superado para uma detecÃÃo confiÃvel à a sensibilidade do eletrocardiograma a diversas fontes de distÃrbio, tais como, a interferÃncia à rede elÃtrica, os artefatos do movimento, flutuaÃÃo da linha base e o ruÃdo dos mÃsculos. Este trabalho utiliza as propriedades matemÃticas da transformaÃÃo de Hilbert sobre wavelets para desenvolver um novo algoritmo capaz de diferenciar as ondas R das demais (P, Q, S, T e U) e facilitar a detecÃÃo dos complexos QRS. Uma taxa de detecÃÃo do complexo QRS de 99,92% à alcanÃada para a base de dados de arritmias do MIT-BIH. A tolerÃncia a ruÃdo do mÃtodo proposto foi tambÃm testada usando os registros padrÃo da base de dados MIT-BIH Noise Stress Test. A taxa da detecÃÃo do detector ficou aproximadamente 99,35% mesmo para as relaÃÃes sinal-ruÃdo (SNR) tÃo baixo quanto 6dB.
The most important task in the ECG signal processing is the accurate determina-tion of QRS complex, in particular, accurate detection of the R wave peaks, is essential in computer-based ECG analysis especially for a correct measurement of Heart Rate Variability (HRV). A great hurdle to be overcome in reliable detection is the sensibility of the electrocar-diogram to several disturbance sources such as powering source interference, movement arti-facts, baseline wandering and muscle noise. This study uses the Hilbert Transform pairs of wavelet bases for QRS detection. From the properties of these mathematical tools it was pos-sible to develop an algorithm which is able to differentiate the R waves from the others (P, Q, S, T and U waves).The performance of the algorithm was verified using the records MIT-BIH arrhythmia and normal databases. A QRS detection rate of 99.92% was achieved against MIT-BIH arrhythmia database. The noise tolerance of the proposed method was also tested using standard records from the MIT-BIH Noise Stress Test Database. The detection rate of the detector remains about 99.35% even for signal-to-noise ratios (SNR) as low as 6dB.
Zanfelici, Tatiane Oliveira. „Validação do Questionnaire on Resources and Stress - Short Form (QRS-F)“. Universidade Federal de São Carlos, 2013. https://repositorio.ufscar.br/handle/ufscar/2917.
Der volle Inhalt der QuelleUniversidade Federal de Sao Carlos
Family members of people with disabilities may be exposed to various stressors, among them the disability itself, becoming potential targets of stress. In this context, several models have been designed for the study of stress, among which highlights the Cognitive Assessment and the ABC-X, which comprise the coping strategies as a way to mediate the perception of stressors. Researches conducted with several family members have pointed out that the constant stress can lead to more roughness family relationships, and fewer opportunities for stimulation of child development, which contribute to enhance family relationships with any child, including those with disabilities. For the evaluation of the parental stress variable, studies show the use of different instruments, including the Questionnaire on Resources and Stress - QRS-F which stand out for being directed especially to families of children with disabilities and chronic illnesses. Given the above, this study proposed two objectives: 1) the cross-cultural adaptation of the QRS-F, since the translations available in Brazil do not have this treatment, or definitely modified the structure of the questionnaire, 2) a study of the evidence of psychometric validity of the instrument . The first study involved five independent translators, five professionals on the thematic area of the instrument and seven relatives of people with autism. The questionnaire underwent procedures of translation and retranslation, as well translations adjustments, resulting in altered or partially altered. The evaluation of the expert committee regarding the relevance of the questions in the conceptual levels, language and experimental indicated substantial kappa at all levels of assessment, indicating that the translation was adequate for the pilot application. The second study involved 57 mothers, fathers, grandparents and sister of children with and without various disabilities. Their analyzes showed significant correlations with the measure of stress obtained by Symptom Inventory Lipp Stress and the instrument that assessed coping resources, the Coping Strategies Inventory, indicating associations with the dimensions of the QRS-F Parental Problems, Pessimism and Physical Incapacity . The reliability coefficient obtained by the proof of Kuder-Richardson pointed a ratio considered adequate (KR-20 = .64). The test criterion validity indicated higher scores related to the dimension of the QRS-F called Pessimism, when compared groups of respondents relatives of people with and without various disabilities. It was considered that this version of the QRS-F, now called Questionnaire of Resources and Stressors, possesses the attributes necessary to be considered a valid tool in research in the area of parental stress in Brazil. It is suggested to do a further study, covering a broader sample of respondents, which allow the realization of more sophisticated analyzes, but indispensable for the consolidation of this instrument.
Membros de famílias de pessoas com deficiências podem estar expostos a vários estressores, dentre os quais as necessidades desencadeadas pelas próprias condições, tornando-se alvos potenciais de situações de estresse. Neste contexto, diversos modelos foram concebidos para o estudo do estresse, dentre os quais se destaca a Avaliação Cognitiva e o ABC-X, os quais compreendem as estratégias de enfrentamento como uma maneira de se mediar a percepção dos estressores. Pesquisas realizadas com diversos membros da família tem apontado que o estresse constante pode conduzir a relações familiares de mais aspereza, bem como menores oportunidades de estimulação do desenvolvimento infantil, às quais contribuem para potencializar a relações familiares com qualquer criança, inclusive aquelas com deficiências. Para a avaliação da variável estresse parental, as pesquisas apontam o emprego de variados instrumentos, dos quais o Questionnaire on Resources and Stress QRS-F se destaca por direcionar-se especialmente às famílias de crianças com deficiências e doenças crônicas. Diante do exposto, este estudo propôs dois objetivos: 1) a adaptação transcultural do QRS-F, visto que as traduções disponíveis no Brasil não possuem esse tratamento, ou modificaram definitivamente a estrutura do questionário; 2) um estudo das evidências de validade psicométricas do instrumento. Participaram do primeiro estudo cinco tradutores independentes, cinco profissionais da área temática do instrumento e sete familiares de pessoas com autismo. O questionário passou por procedimentos de tradução e retradução, bem como ajuizamento das traduções, resultando em traduções alteradas ou parcialmente alteradas. A avaliação do comitê de especialistas quanto à pertinência das questões nos níveis conceituais, idiomáticos e experimentais indicou kappa substancial em todos os níveis de avaliação, indicando que a tradução estava adequada para a aplicação piloto. No segundo estudo, participaram 57 mães, pais, avós e irmã de crianças com e sem variadas deficiências. Suas análises indicaram correlações significativas com a medida de estresse obtidas pelo Inventário de Sintomas de Stress de Lipp e o instrumento que avaliou recursos de coping, o Inventário de Estratégias de Enfrentamento, indicando associações com as dimensões do QRS-F Problemas Parentais, Pessimismo e Incapacidade Física. O coeficiente de fidedignidade obtido pela prova de Kuder-Richardson apontou um índice considerado adequado (KR-20 = 0,64). O teste de validade de critério indicou maiores pontuações especialmente quanto à dimensão do QRS-F denominada Pessimismo, quando comparados os grupos de respondentes familiares de pessoas com e sem variadas deficiências. Considerou-se que esta versão do QRS-F, agora denominada Questionário de Recursos e Estressores, possui os atributos necessários para ser considerado um instrumento válido em pesquisa na área de estresse parental no Brasil. Sugere-se a realização de estudos posteriores que contemplem uma amostra mais ampla de respondentes, os quais possibilitem a realização de análises mais sofisticadas, porém indispensáveis para a consolidação deste instrumento.
Oliveira, Francisco Ivan de. „Transformada de Hilbert sobre bases de wavelets: detecção de complexos QRS“. reponame:Repositório Institucional da UFC, 2007. http://www.repositorio.ufc.br/handle/riufc/4068.
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The most important task in the ECG signal processing is the accurate determina-tion of QRS complex, in particular, accurate detection of the R wave peaks, is essential in computer-based ECG analysis especially for a correct measurement of Heart Rate Variability (HRV). A great hurdle to be overcome in reliable detection is the sensibility of the electrocar-diogram to several disturbance sources such as powering source interference, movement arti-facts, baseline wandering and muscle noise. This study uses the Hilbert Transform pairs of wavelet bases for QRS detection. From the properties of these mathematical tools it was pos-sible to develop an algorithm which is able to differentiate the R waves from the others (P, Q, S, T and U waves).The performance of the algorithm was verified using the records MIT-BIH arrhythmia and normal databases. A QRS detection rate of 99.92% was achieved against MIT-BIH arrhythmia database. The noise tolerance of the proposed method was also tested using standard records from the MIT-BIH Noise Stress Test Database. The detection rate of the detector remains about 99.35% even for signal-to-noise ratios (SNR) as low as 6dB.
A tarefa mais importante em processamento de sinais de eletrocardiograma (ECG) é a determinação exata do complexo de QRS, em particular, a detecção dos picos de onda R através de sistemas e análises computadorizadas. É essencial, especialmente, para uma medida correta da variabilidade do ritmo cardíaco (HRV). Um grande obstáculo a ser superado para uma detecção confiável é a sensibilidade do eletrocardiograma a diversas fontes de distúrbio, tais como, a interferência à rede elétrica, os artefatos do movimento, flutuação da linha base e o ruído dos músculos. Este trabalho utiliza as propriedades matemáticas da transformação de Hilbert sobre wavelets para desenvolver um novo algoritmo capaz de diferenciar as ondas R das demais (P, Q, S, T e U) e facilitar a detecção dos complexos QRS. Uma taxa de detecção do complexo QRS de 99,92% é alcançada para a base de dados de arritmias do MIT-BIH. A tolerância a ruído do método proposto foi também testada usando os registros padrão da base de dados MIT-BIH Noise Stress Test. A taxa da detecção do detector ficou aproximadamente 99,35% mesmo para as relações sinal-ruído (SNR) tão baixo quanto 6dB.
Ondráček, Vladimír. „Měření QT intervalu v elektrokadiografických záznamech“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2010. http://www.nusl.cz/ntk/nusl-218650.
Der volle Inhalt der QuelleLambert, Olivier. „Elargissement progressif du complexe q. R. S a l'effort“. Nancy 1, 1992. http://www.theses.fr/1992NAN1A004.
Der volle Inhalt der QuelleCheng, Pak-ho, und 鄭柏濠. „P wave characteristics and QRS duration in patients after Fontan-type procedures“. Thesis, The University of Hong Kong (Pokfulam, Hong Kong), 2010. http://hub.hku.hk/bib/B43781627.
Der volle Inhalt der QuelleCheng, Pak-ho. „P wave characteristics and QRS duration in patients after Fontan-type procedures“. Click to view the E-thesis via HKUTO, 2010. http://sunzi.lib.hku.hk/hkuto/record/B43781627.
Der volle Inhalt der QuelleDobos, Rebecca. „Extremitetelektrodernas inverkan på QRS-amplituden och den elektriska axeln i ett elektrokardiogram“. Thesis, Örebro universitet, Institutionen för hälsovetenskaper, 2018. http://urn.kb.se/resolve?urn=urn:nbn:se:oru:diva-69414.
Der volle Inhalt der QuelleJanjarasjitt, Suparerk. „A NEW QRS DETECTION AND ECG SIGNAL EXTRACTION TECHNIQUE FOR FETAL MONITORING“. Case Western Reserve University School of Graduate Studies / OhioLINK, 2006. http://rave.ohiolink.edu/etdc/view?acc_num=case1144263231.
Der volle Inhalt der QuelleAndrade, Cândido Moreira. „O modelo QRSP para a quantificação do risco na saída de veículos da pista em rodovias“. Universidade de São Paulo, 2011. http://www.teses.usp.br/teses/disponiveis/18/18144/tde-10112011-172114/.
Der volle Inhalt der QuelleA significant portion of road traffic accidents on highways occurs because of the exit of vehicles from the runway, which may result in collisions with fixed obstacles, falls in empty spaces, overturning, roll over, etc. This kind of accident is in general quite severe, due to the high speeds on highways. Approximately one third of road accidents with fatalities in the United States result from the runway exit. In Brazil, it is estimated that 30% of road accidents are also related to the runway exit, bringing this value at 25% in the cases of accidents with fatal victims. The QRRE that stands for Quantification the Risk in the Runway Exit of vehicles on highways is presented in this research. The model allows to quantify the level of protection in each particular segment of the highway (microscopic analysis) and from this information, it permits to quantify the level of protection considering long segments (macroscopic analysis). In the developed model, the assessment is done considering separately the left and right sides of the runway, and the results can be compounded in the case of long segments quantification. The model was developed for the case of multilanes highways in each direction, however, this model can also be used in the case of two lanes highways with two-ways direction. The QRRE model allows to determine parameters that are not provided by the methods ABNT (2007) - Brazilian standard, - and AASHTO (2002) - American standard, which provides a better measurement of risk in the exit of vehicles from the runway. The results obtained by QRRE model show that it clearly represents the reality. The quantitative information provided by the model are useful for the development of projects in order to improve the characteristics of the roadside highways available, and the development of projects for new highways.
Qbeia, Safaa. „Jämförelse mellan två mätmetoder för qrs-duration i vila och maxbelastning vid arbetsprov“. Thesis, Malmö universitet, Fakulteten för hälsa och samhälle (HS), 2021. http://urn.kb.se/resolve?urn=urn:nbn:se:mau:diva-42928.
Der volle Inhalt der QuelleKlingspor, Måns. „Hilbert Transform : Mathematical Theory and Applications to Signal processing“. Thesis, Linköpings universitet, Matematik och tillämpad matematik, 2015. http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-122736.
Der volle Inhalt der QuelleGOMES, Gabriel de Souza Pereira. „Uma solução embarcada leve para localização de complexos QRS e filtragem ECG utilizando wavelets“. reponame:Repositório Institucional da UNIFEI, 2018. http://repositorio.unifei.edu.br/xmlui/handle/123456789/1652.
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Este trabalho é parte do projeto FINEP sob o convênio 01.13.0387, cujo objetivo geral é a construção de um microssistema de eletrocardiografia portátil de baixo custo para monitoramento remoto. Dentro desse contexto, a dissertação aqui apresentada propõe uma solução leve (uma vez que pode ser implementada em um arduino sem necessidade de memória extra), fundamentada em wavelet e análise de limiar para filtragem de sinais ECG e detecção de complexos QRS em sistemas embarcados de monitoramento de sinais eletrocardiográficos. O algoritmo desenvolvido requer menos recursos computacionais (por exemplo, não requer unidade de ponto flutuante) e, mesmo assim, mantém um alto nível de precisão (99,2%) e alta robustez quando comparado com soluções similares. O método foi avaliado primeiramente utilizando a base de dados padrão de arritmia do MIT BIH (Instituto de Tecnologia de Massachussets Hospital Beth Israel) e depois implementado na placa BlackHeart, que é o hardware desenvolvido no projeto no qual este trabalho se enquadra, sendo ele composto por uma placa baseada em um microcontrolador Arduino Leonardoc, contando também com uma interface de eletrododo. O método aqui apresentado foi validado e comparado a três outros algoritmos, sendo um deles o famoso método de Pan-Tompkins.
Oliveira, Bruno Rodrigues de [UNESP]. „Deteccão de complexos QRS em eletrocardiogramas baseada na decomposição em valores singulares em multirresolução“. Universidade Estadual Paulista (UNESP), 2015. http://hdl.handle.net/11449/134101.
Der volle Inhalt der QuelleO Eletrocardiograma (ECG) e um exame de extrema importância para avaliar a saúde do coração de um individuo. A analise de seu traçado possibilita diagnosticar uma serie de doenças e anomalias. Para isso, sistemas computacionais precisam segmentar os sinais de ECG, cujo primeiro passo e a detecção dos complexos QRS (ondas Q, R e S). Mui- tos métodos tem sido propostos para tal finalidade. Os primeiros utilizavam técnicas de filtragem e diferenciação, mas recentemente alguns pesquisadores tem concebido metodologias baseadas na analise de multirresolução da transformada Wavelet. Seguindo caminho semelhante, neste trabalho e proposta uma metodologia baseada na decomposição em valores singulares em multirresolução (MRSVD), para solução do problema de detecção dos complexos QRS de um sinal de ECG, que pode ser dividida em quatro etapas essenciais: pré-processamento, inspeção, decisão e correção. Em quase todas elas ha implementações inovadoras: na primeira utiliza-se, de forma inédita, a MRSVD; na segunda etapa exploram-se características fisiológicas do músculo cardíaco para certificar-se de que um determinado segmento compreende ou não uma onda R autentica; na ultima, são corrigidas as detecções baseadas nas amplitudes das ondas R. A avaliação da qualidade de detecção, para os experimentos realizados, mostra que o algoritmo proposto atingiu taxa de previsibilidade de 99, 20%, taxa de sensibilidade de 99, 70% e erro de apenas 1,10%, contra 97, 10%, 99, 00% e 3, 70%, respectivamente, obtidas por outro método
The electrocardiogram (ECG) is a test of utmost importance to evaluate the heart health of a person. The analysis of its layout enables diagnose a number of diseases and abnor- malities. For computer systems that need to segment the ECG signal, the first step the detection of QRS complexes. The earliest methods used filtering techniques and differen- tiation. Recently some researchers have designed methodologies based the multiresolution analysis the wavelet transform. Following similar path, this work proposes a methodology based on singular value decomposition in multiresolution (MRSVD), to solve the prob- lem of detection of QRS complexes of an ECG signal, which can be divided in four key stages: preprocessing, inspection, decision and correction. In of all, there are innovative proposals: in the first, it is used, in an unprecedented manner, the MRSVD; the second stage explores the physiological characteristics of the heart muscle, to make sure that a particular segment comprises or not a genuine R wave and, the last, corrects detections based on the amplitudes of the R wave. The evaluation of quality of detection for the experiments shows that the proposed algorithm has reached a predictive and sensitivity rates of of 99.20% and 99.70%, respectively, and error of only 1.10%, in comparation to another method which obtained 97, 10%, 99, 00% and 3, 70%, respectively
Oliveira, Bruno Rodrigues de. „Deteccão de complexos QRS em eletrocardiogramas baseada na decomposição em valores singulares em multirresolução /“. Ilha Solteira, 2015. http://hdl.handle.net/11449/134101.
Der volle Inhalt der QuelleBanca: Marco Aparecido Queiroz Duarte
Banca: Roberto Kawakami Harrop Galvão
Resumo: O Eletrocardiograma (ECG) e um exame de extrema importância para avaliar a saúde do coração de um individuo. A analise de seu traçado possibilita diagnosticar uma serie de doenças e anomalias. Para isso, sistemas computacionais precisam segmentar os sinais de ECG, cujo primeiro passo e a detecção dos complexos QRS (ondas Q, R e S). Mui- tos métodos tem sido propostos para tal finalidade. Os primeiros utilizavam técnicas de filtragem e diferenciação, mas recentemente alguns pesquisadores tem concebido metodologias baseadas na analise de multirresolução da transformada Wavelet. Seguindo caminho semelhante, neste trabalho e proposta uma metodologia baseada na decomposição em valores singulares em multirresolução (MRSVD), para solução do problema de detecção dos complexos QRS de um sinal de ECG, que pode ser dividida em quatro etapas essenciais: pré-processamento, inspeção, decisão e correção. Em quase todas elas ha implementações inovadoras: na primeira utiliza-se, de forma inédita, a MRSVD; na segunda etapa exploram-se características fisiológicas do músculo cardíaco para certificar-se de que um determinado segmento compreende ou não uma onda R autentica; na ultima, são corrigidas as detecções baseadas nas amplitudes das ondas R. A avaliação da qualidade de detecção, para os experimentos realizados, mostra que o algoritmo proposto atingiu taxa de previsibilidade de 99, 20%, taxa de sensibilidade de 99, 70% e erro de apenas 1,10%, contra 97, 10%, 99, 00% e 3, 70%, respectivamente, obtidas por outro método
Abstract: The electrocardiogram (ECG) is a test of utmost importance to evaluate the heart health of a person. The analysis of its layout enables diagnose a number of diseases and abnor- malities. For computer systems that need to segment the ECG signal, the first step the detection of QRS complexes. The earliest methods used filtering techniques and differen- tiation. Recently some researchers have designed methodologies based the multiresolution analysis the wavelet transform. Following similar path, this work proposes a methodology based on singular value decomposition in multiresolution (MRSVD), to solve the prob- lem of detection of QRS complexes of an ECG signal, which can be divided in four key stages: preprocessing, inspection, decision and correction. In of all, there are innovative proposals: in the first, it is used, in an unprecedented manner, the MRSVD; the second stage explores the physiological characteristics of the heart muscle, to make sure that a particular segment comprises or not a genuine R wave and, the last, corrects detections based on the amplitudes of the R wave. The evaluation of quality of detection for the experiments shows that the proposed algorithm has reached a predictive and sensitivity rates of of 99.20% and 99.70%, respectively, and error of only 1.10%, in comparation to another method which obtained 97, 10%, 99, 00% and 3, 70%, respectively
Mestre
Tsai, Chiou-Wei, Richard E. Cagley und Ronald A. Iltis. „JOINT INTERFERENCE SUPPRESSION AND QRD-M DETECTION FOR SPATIAL MULTIPLEXING MIMO SYSTEMS IN A RAYLEIGH FADING CHANNEL“. International Foundation for Telemetering, 2006. http://hdl.handle.net/10150/604390.
Der volle Inhalt der QuelleSpatial multiplexing (SM) systems have received significant attention because the architecture offers high spectral efficiency. However, relatively little research exists on optimization of SM systems in the presence of jamming. In a spatially uncoded SM system, such as V-BLAST, the channel state information is assumed to be unavailable a priori at both transmitter and receiver. Here, Kalman filtering is used to estimate the Rayleigh fading channel at the receiver. The spatial correlation of the jammer plus noise is also estimated, and spatial whitening to reject the jammers is employed in both the Kalman channel estimator and detector. To avoid the exponential complexity of maximum-likelihood (ML) detection, the QRD-M algorithm is employed. In contrast to sphere decoding, QRD-M has fixed decoding complexity of order O(M), and is thus attractive for hardware implementation. The performance of the joint Kalman filter channel estimator, spatial whitener and QRD-M detector is verfied by simulations.
Romeyke, Martin [Verfasser]. „Elektrokardiographische Veränderungen und die Bedeutung von QRS-Fragmentation bei Patienten mit manifester chronischer Herzinsuffizienz / Martin Romeyke“. Lübeck : Zentrale Hochschulbibliothek Lübeck, 2016. http://d-nb.info/1083851039/34.
Der volle Inhalt der QuelleNeto, Francisco Rodrigues dos Santos. „Análise de um novo critério de interpretação no diagnóstico diferencial das taquicardias de complexo QRS largo“. Universidade de São Paulo, 2015. http://www.teses.usp.br/teses/disponiveis/5/5131/tde-23092015-154252/.
Der volle Inhalt der QuelleIntroduction: The differential diagnosis of wide QRS complex tachycardia is of great importance because an incorrect diagnosis can lead to inappropriate and potentially deadly therapies. Electrocardiographic criteria have been used in an attempt to differentiate ventricular tachycardia from supraventricular tachycardia with aberrant conduction, measuring the QRS interval in milliseconds and peculiar electrocardiographic patterns, but its direct consequence is the difficulty in memorizing and its clinical applicability. Objective: The objective of this study was to evaluate the diagnostic accuracy of a new electrocardiographic criteria based on recognition of QRS complex negativity in leads DI, DII, V1 and V6 for the differential diagnosis of wide QRS tachycardias. Methods: We evaluated 120 ventricular tachycardia or supraventricular tachycardia with aberrant conduction electrocardiograms using two assessment methods: the Brugada algorithm, which consists of four steps, and a new proposed criterion, consisting of three steps to diagnosis. The diagnoses were performed with and without knowledge of the clinical data. Evaluations were made by six examiners, two experts in the area (Group I), two clinical cardiologists (Group II) and two in emergency cardiology residents (Group III). The gold standard for final diagnosis was the electrophysiological study. Results: Of the 120 patients, 68% presented with ventricular tachycardia and 32% presented with supraventricular tachycardia with aberrant conduction. The patients\' ages ranged from 17 to 85 years, with a mean age of 49.1 years. Global sensitivity was higher (87.2%) when Brugada algorithm was used. Global specificity was higher (85.1%) if the new criterion was used. Both methods presented a high positive predictive value for ventricular tachycardia (90.9% for the new criterion and 85.8% for the Brugada algorithm). Also, both methods had good accuracy (73.8% with the new criterion and 81.4% with the Brugada algorithm). Knowledge of clinical data did not increase diagnostic accuracy. Among the most experienced evaluators (Groups I and II), the diagnostic accuracy was superior using the Brugada algorithm compared with the new criterion (84.6 and 85.8% vs. 74.2 and 74.6%). For the less experienced evaluators (Group III), the two methods had very similar diagnostic accuracy (73.7% for the Brugada algorithm and 72.9% for the new criterion), but for those evaluators, the new criteria showed greater specificity than Brugada algorithm (85.5% vs. 65.8 %%). These values did not change significantly with knowledge of the clinical data. The percentage of disagreement among reviewers was higher for the Brugada algorithm than for the new criterion (60.8% and 30%, respectively), and this difference persisted with knowledge of the clinical data. Conclusion: The new electrocardiographic criteria showed good accuracy in the differential diagnosis of wide QRS tachycardias, and can be used by physicians not expert as an alternative to Brugada algorithm. Knowledge of clinical data (presence or absence of heart disease) did not increase the diagnostic accuracy for both methods
NISHIDA, Erica Noronha. „Propriedades da Filtragem de Savitzky-Golay Aplicadas na Identificação de Complexos QRS em Sinais de Eletrocardiograma“. reponame:Repositório Institucional da UNIFEI, 2017. http://repositorio.unifei.edu.br/xmlui/handle/123456789/954.
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Essa dissertação apresenta as propriedades da filtragem de Savitzky-Golay e sua aplicação em uma das etapas de um algoritmo de detecção do complexo QRS em um sinal de eletrocardiograma (ECG). Esse algoritmo também foi implementado em um sistema eletrocardiógrafo portátil em desenvolvimento pelo Grupo de Microeletrônica UNIFEI. Nessa aplicação foi utilizada a filtragem diferencial de Savitzky-Golay devido, principalmente, a suas características de supressão de ruídos em uma frequência estabelecida (60Hz) e a utilização de coeficientes inteiros. Tais características permitiram a simplificação de etapas, redução de tempo e memória de processamento, além da diminuição de etapas de filtragem analógica e digital no sistema. Eficiência, exatidão e imunidade a ruído são comprovados através de figuras de mérito analisadas a partir de sinais padrão de ECG.
Bignoto, Tiago Costa. „Correlação entre escore de Selvester e realce tardio na tomografia computadorizada do coração em portadores de miocardiopatia hipertrófica“. Universidade de São Paulo, 2018. http://www.teses.usp.br/teses/disponiveis/98/98131/tde-17092018-095537/.
Der volle Inhalt der QuelleHypertrophic cardiomyopathy is considered the most common genetic cardiovascular disease and has been recognized for 50 years. Patients with hypertrophic cardiomyopathy may present risk of arrhythmic events and sudden cardiac death. Thus, it is important to develop screening techniques for this subgroup of patients to indicate, when necessary, specific treatment as implantable cardioverter defibrillator. Late enhancement is fibrosis manifestation in images exam as multidetector computed tomography and/or magnetic cardiac resonance and if present in large quantities may be related to a higher incidence of fatal events. The electrocardiogram is a low-cost, non-invasive tool that is present in most Brazilian health services. The purpose of this study was to test the presence and location correlation between the Selvester and the late enhancement in the multidetector computed tomography, to determine the prevalence of myocardial fibrosis among patients, comparing the sensitivity, specificity, positive and negative predictive value of the Selvester QRS score. A total of 112 patients from the Institute of Cardiology Dante Pazzanese outpatient clinic with hypertrophic cardiomyopathy were analyzed, and 75 of them were included. They were divided into two groups: ICD patients with 60 patients and no ICD with 15 patients. Clinical, echocardiographic, digital electrocardiography and computed tomography of the heart were collected. The Selvester score was calculated and the measurement and location of late enhancement in the tomographic sections of the patients were performed. The correlation of the results was analyzed by the linear regression. The most remarkable features and frequencies of the group were male gender 49.4%, age 41.63 ± 15.16 years, functional class I / II - NYHA 90.6%, atrial fibrillation 21.3%, low prevalence of comorbidities as hypertension 37.3%, diabetes 4%, dyslipidemia 17.3%, creatinine clearance > 60mL/min in 100% and absence of known coronary artery disease, left ventricular ejection fraction preserved 69.9 ± 5.46, measured of the interventricular septum 21.04 ± 6.23 and prevalence of gradient > 30mmHg in the left ventricular outflow tract 37.3%. Classic risk factors as sudden family death and history of syncope were the most prevalent 57.3% each, the use of beta-blocker occurred in 89.3%. The mass of fibrosis by multidetector computed tomography was 9.87 ± 10.79g, representing a percentage of 5.66 ± 6.16, with a prevalence of 88% of the sample. Selvester QRS score, was found 8.44 ± 7.39 percent of fibrosis with a prevalence of 76%. In the kappa analysis for the categorical variable between the Selvester score and the computed tomography of the heart, we found a weak correlation r = 0.38 (p <0.01), as a continuous variable applying the linear regression, a strong correlation was found r = 0.7 (p <0.01). The sensitivity, specificity, positive predictive value and negative predictive value of the Selvester QRS score for the diagnosis of fibrosis were 84.8%, 88.8%, 98.2% and 44.4%, respectively. The location of the fibrosis showed weak correlation between the methods r = 0.16 (p <0.01). The results of this study indicate there is a moderate correlation between the Selvester QRS score and the late enhancement by multidetector computed tomography in the quantification of fibrosis in patients with hypertrophic cardiomyopathy.
Hanzelka, Adam. „Rozměřování experimentálních záznamů EKG“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2013. http://www.nusl.cz/ntk/nusl-220063.
Der volle Inhalt der QuelleBajgar, Jiří. „Detekce P vlny v EKG signálech“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2015. http://www.nusl.cz/ntk/nusl-221317.
Der volle Inhalt der QuelleBucsuházy, Kateřina. „Rozměření experimentálních záznamů EKG“. Master's thesis, Vysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií, 2015. http://www.nusl.cz/ntk/nusl-221318.
Der volle Inhalt der QuelleMetzger, Frauke [Verfasser]. „Die Breite des stimulierten QRS-Komplexes bei Patienten mit koronarer Herzkrankheit und überlebtem plötzlichem Herztod / Frauke Metzger“. Düsseldorf : Universitäts- und Landesbibliothek der Heinrich-Heine-Universität Düsseldorf, 2013. http://d-nb.info/1037430395/34.
Der volle Inhalt der QuelleTerho, H. (Henri). „Electrocardiographic risk markers for cardiac events in middle-aged population“. Doctoral thesis, Oulun yliopisto, 2019. http://urn.fi/urn:isbn:9789526223841.
Der volle Inhalt der QuelleTiivistelmä Sydänsairaudet ovat yleisin kuolinsyy kehittyneissä maissa. Noin 50 % näistä kuolemista aiheutuu äkillisestä sydänpysähdyksestä, suuri osa ilman aiempaa tietoa sairaudesta. Useita sydänsairauksien riskitekijöitä on tunnistettu ja ennaltaehkäisy on kehittynyt merkittävästi. Väitöstutkimuksen tavoitteena on tutkia 12-kytkentäisen sydänsähkökäyrän (EKG) käyttökelpoisuutta sydänsairauksien ilmenemisen ennustamisessa. Tutkimusväestöön kuului 10,904 keski-ikäistä suomalaista henkilöä. Aineisto kerättiin vuosina 1966-1972 ja seuranta-aika oli 30 (±11) vuotta. Ensimmäisessä osajulkaisussa (I) tutkimme QRS-kompleksin fragmentaation vallitsevuutta ja sen vaikutusta ennusteeseen väestössä. Fragmentoituneen QRS-kompleksin esiintyvyys oli 19.7 %. Fragmentoitunut QRS-kompleksi ei lisännyt kuolemanriskiä henkilöillä, joilla ei ollut sydänsairautta. Henkilöillä, joilla oli todettu sydänsairaus, lateraalinen fQRS lisäsi sydänperäistä kuolleisuutta 2.5-kertaiseksi (P=0.001) ja rytmihäiriöperäistä kuolleisuutta 3-kertaiseksi (P=0.004). Tutkimme muiden poikkeavien EKG-löydösten ennustearvoa kuolleisuuteen ja sairaalahoidon tarpeeseen sepelvaltimokohtauksen vuoksi (II, III). Poikkeavien EKG-muutosten esiintymiseen liittyi lisääntyneen sydänperäisen kuoleman riski sekä 10 vuoden (riskitiheyssuhde 1.7, P=0.009) että 30 vuoden seurannassa (riskitiheyssuhde 1.3, P>0.001) (II). Poikkeavat EKG-muutokset eivät ennustaneet sairaalahoitojaksoja. Poikkeava EKG ennusti rytmihäiriöperäisen kuoleman riskiä sekä 10 vuoden (riskitiheyssuhde 1.6, P=0.052) että 30 vuoden seurannassa (riskitiheyssuhde 1.3, P=0.007) (III). Äkkikuoleman riski oli 3-kertainen henkilöillä, joilla todettiin ≥ 2 EKG-poikkeavuutta. Tutkimuksen yhteenvetona voidaan todeta, että fQRS lateraalisissa kytkennöissä lisäsi sydänperäisen kuoleman riskiä henkilöillä, joilla on todettu sydänsairaus. Tiettyihin poikkeaviin EKG-muutoksiin liittyi lisääntynyt ei-rytmihäiriöperäisen ja rytmihäiriöperäisen kuoleman riski. Useiden tutkittujen EKG-muutosten ilmentyminen samanaikaisesti lisäsi merkittävästi rytmihäiriöperäisen kuoleman riskiä keski-ikäisessä väestössä