ANALYZING THE RESULT OF ELECTROCARDIOGRAM USING SPECTRAL METHODS OF ESTIMATION

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dc.contributor.author AINA, BUKOLA MARY
dc.date.accessioned 2021-06-18T08:05:07Z
dc.date.available 2021-06-18T08:05:07Z
dc.date.issued 2019-05
dc.identifier.uri http://196.220.128.81:8080/xmlui/handle/123456789/3627
dc.description M. TECH en_US
dc.description.abstract In this thesis, spectral estimation methods are applied to the variation in the time interval between heart beats called heart rate variability (HRV) and further to estimate the degree of accuracy of diagnosis according to signals. Frequency domain models are analyzed using four methods of spectral estimation. Fast Fourier Transform (FFT), a specialized technique for frequency domain analysis is first applied on the data. The methods of spectral estimations were then applied and the variance of their spectrum was considered. The sample periodogram has a variance of 465.99, singular spectrum analysis (SSA) with variance 1.0020, maximum entropy method (MEM) with variance 0.4951, as well as multitaper method (MTM) with the smallest variance of 0.00075352. Evaluation is performed by observing the behavioral pattern of the signals produced by each spectrum plot and the best spectrum is determined by calculating the bias and variance of each spectrum. The results has established that spectral analysis using multitaper method which has the spectrum with the minimum variance is an efficient and useful approach in heart rate signal analysis, it is also shown that the multitaper spectra method with the minimum variance is the best method of estimating heart rate variability at rest. en_US
dc.description.sponsorship FUTA en_US
dc.language.iso en en_US
dc.publisher Federal University of Technology, Akure en_US
dc.subject ELECTROCARDIOGRAM USING en_US
dc.subject ANALYZING THE RESULT en_US
dc.subject SPECTRAL METHODS en_US
dc.title ANALYZING THE RESULT OF ELECTROCARDIOGRAM USING SPECTRAL METHODS OF ESTIMATION en_US
dc.type Thesis en_US


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