Title :
Heart and lung sound separation using periodic source extraction method
Author :
Ghaderi, Foad ; Sanei, Saeid ; Makkiabadi, Bahador ; Abolghasemi, Vahid ; McWhirter, John G.
Author_Institution :
Centre of Digital Signal Process., Cardiff Univ., Cardiff, UK
Abstract :
In this paper a novel algorithm for blind source extraction of quasi-periodic signals is developed. It is assumed that the cycle frequencies of the sources are known a priori. Necessary and sufficient conditions are introduced and Jacobi method for diagonalization of complex matrices is used to find the solution. A warping method is also introduced to adjust the cycle frequencies in the signals with time varying periods. The proposed algorithm is applied to simulated data and mixtures of heart and lung sounds, and effectiveness and performance of the algorithm are verified.
Keywords :
bioacoustics; cardiology; lung; medical signal processing; source separation; Jacobi method; cycle frequencies; diagonalization; heart; lung; periodic source extraction method; sound separation; warping method; Acoustical engineering; Covariance matrix; Digital signal processing; Frequency; Heart; Jacobian matrices; Lungs; Signal processing algorithms; Source separation; Sufficient conditions; Blind source extraction; cyclostationarity; heart and lung sound separation; periodic signal separation;
Conference_Titel :
Digital Signal Processing, 2009 16th International Conference on
Conference_Location :
Santorini-Hellas
Print_ISBN :
978-1-4244-3297-4
Electronic_ISBN :
978-1-4244-3298-1
DOI :
10.1109/ICDSP.2009.5201177