Title :
Time dependent autoregressive spectrum estimation of heart wall vibrations
Author :
Kanai, Hiroshi ; Sato, Michie ; Chubachi, Noriyoshi
Author_Institution :
Dept. of Electr. Eng., Tohoku Univ., Sendai, Japan
Abstract :
We present a new method for estimation of spectrum transition of a nonstationary signals in low signal-to-noise ratio cases. Instead of basic functions which are employed by the previously proposed time-varying AR modeling, we introduce the spectrum transition constraint in the cost function described by the partial correlation coefficients so that the method is applicable to noisy nonstationary signals of which spectrum transition patterns are complex. By applying this method to the analysis of vibration signals on the interventricular septum of the heart, noninvasively measured by the method developed in our laboratory using ultrasonics, spectrum transition pattern is clearly obtained during one beat period for a normal individual and a patient
Keywords :
autoregressive processes; biomedical measurement; correlation methods; echocardiography; medical signal processing; parameter estimation; spectral analysis; vibration measurement; SNR; beat period; cost function; heart wall vibrations; interventricular septum; low signal to noise ratio; noisy nonstationary signals; normal individual; partial correlation coefficients; patient; spectrum transition constraint; spectrum transition pattern; time dependent autoregressive spectrum estimation; ultrasonics; vibration signal analysis; Acoustic measurements; Cost function; Heart; Muscles; Pattern analysis; Signal analysis; Signal to noise ratio; Spectral analysis; Ultrasonic variables measurement; Vibration measurement;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
Conference_Location :
Munich
Print_ISBN :
0-8186-7919-0
DOI :
10.1109/ICASSP.1997.599317