Realization of Real-Time Electrocardiogram Systems and Their Applications to Diagnosis of Patients with Congestive Heart Failure
博士 === 國立清華大學 === 電機工程學系 === 99 === Abstract In this dissertation, the realization of real-time analyzer (RTA) for heart rate variability (HRV) analysis and their applications to congestive heart failure (CHF) are investigated. Implementations include wireless electrocardiogram (ECG) and personal c...
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ndltd-TW-099NTHU54420182015-10-13T19:06:37Z http://ndltd.ncl.edu.tw/handle/54415727101812974882 Realization of Real-Time Electrocardiogram Systems and Their Applications to Diagnosis of Patients with Congestive Heart Failure 即時心電圖分析系統研製及消趨勢分析於心衰診斷之應用 Chang, Ben 張彬 博士 國立清華大學 電機工程學系 99 Abstract In this dissertation, the realization of real-time analyzer (RTA) for heart rate variability (HRV) analysis and their applications to congestive heart failure (CHF) are investigated. Implementations include wireless electrocardiogram (ECG) and personal computer (PC) based virtual RTAs, and their applications to CHF are studied. Firstly, we present the realization of ECG. Using low-cost components to replace expensive instrumentation and communication ICs in the circuits, we can not only reduce the system cost, but also resolve the cable inconvenience problems of the data acquisition. In addition, our result is good in noise immune. Next, through the virtual architecture, and modify the circuits of PC, we realized various RTAs capable of filtering, interval detecting, wavelet analyzing, and detrended fluctuation analysis (DFA), respectively. Then, use of DFA, approximate entropy and complexity measure as features of the adaptive neuro-fuzzy inference system (ANFIS) to CHF diagnosis is described. Finally, based on the support vector machine (SVM) we present the application of DFA during circadian observation, and conclude that 7PM~9AM is the best timing to diagnose CHF patient via the α1 scaling exponent of DFA. Jong, Tai-Lang 鐘太郎 2010 學位論文 ; thesis 122 en_US |
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博士 === 國立清華大學 === 電機工程學系 === 99 === Abstract
In this dissertation, the realization of real-time analyzer (RTA) for heart rate variability (HRV) analysis and their applications to congestive heart failure (CHF) are investigated. Implementations include wireless electrocardiogram (ECG) and personal computer (PC) based virtual RTAs, and their applications to CHF are studied. Firstly, we present the realization of ECG. Using low-cost components to replace expensive instrumentation and communication ICs in the circuits, we can not only reduce the system cost, but also resolve the cable inconvenience problems of the data acquisition. In addition, our result is good in noise immune. Next, through the virtual architecture, and modify the circuits of PC, we realized various RTAs capable of filtering, interval detecting, wavelet analyzing, and detrended fluctuation analysis (DFA), respectively. Then, use of DFA, approximate entropy and complexity measure as features of the adaptive neuro-fuzzy inference system (ANFIS) to CHF diagnosis is described. Finally, based on the support vector machine (SVM) we present the application of DFA during circadian observation, and conclude that 7PM~9AM is the best timing to diagnose CHF patient via the α1 scaling exponent of DFA.
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author2 |
Jong, Tai-Lang |
author_facet |
Jong, Tai-Lang Chang, Ben 張彬 |
author |
Chang, Ben 張彬 |
spellingShingle |
Chang, Ben 張彬 Realization of Real-Time Electrocardiogram Systems and Their Applications to Diagnosis of Patients with Congestive Heart Failure |
author_sort |
Chang, Ben |
title |
Realization of Real-Time Electrocardiogram Systems and Their Applications to Diagnosis of Patients with Congestive Heart Failure |
title_short |
Realization of Real-Time Electrocardiogram Systems and Their Applications to Diagnosis of Patients with Congestive Heart Failure |
title_full |
Realization of Real-Time Electrocardiogram Systems and Their Applications to Diagnosis of Patients with Congestive Heart Failure |
title_fullStr |
Realization of Real-Time Electrocardiogram Systems and Their Applications to Diagnosis of Patients with Congestive Heart Failure |
title_full_unstemmed |
Realization of Real-Time Electrocardiogram Systems and Their Applications to Diagnosis of Patients with Congestive Heart Failure |
title_sort |
realization of real-time electrocardiogram systems and their applications to diagnosis of patients with congestive heart failure |
publishDate |
2010 |
url |
http://ndltd.ncl.edu.tw/handle/54415727101812974882 |
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