A study of heartbeat sound separation using independent component analysis technique

Koredianto Usman*, Muhammad Athar Sadiq, Hiroshi Juzoji, Isao Nakajima

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Citations (Scopus)

Abstract

Physician often infers the patient's heart problem by listening to heartbeat sound. Such technique is well known as auscultation. The doctor's auscultation skill was gain after he or she experiencing a lot of cases of heart diseases and heartbeat sounds. There is a need of computer-aided equipment to analyze heartbeat sound especially for young doctors to gain a quick learning process. For this purpose, we need accurate and dependable equipment for heartbeat analysis. To improve the heartbeat analysis, we investigate the possibility of the heartbeat sound analysis, especially the separation and localization of heartbeat signal, using Independent Component Analysis technique. The separation or localization of heartbeat signal using Independent Component Analysis is made possible by putting several probe at appropriate places in body. Our aim is to separate two major beat sequences, which are referred as S1 and S2. The SI beat is due to the closure of Mitral-Tricuspid valve and the S2 beat is due to the closure of Aortic-Pulmonary valve. Since the pairs of Mitral-Tricuspid and Aortic-Pulmonary valves are physically separated and can be viewed as independent sources, we can threat the beats produced by them as independent components. The FastICA algorithm was used in this study, and we do experience with a healthy 29 year-old man. The experiment showed a promising result. A refinement in the scheme of experiment, especially technique to reduce signal saturation and noise during data acquisition, will lead us to scheme for the real application.

Original languageEnglish
Title of host publicationProceedings - 6th International Workshop on Enterprise Networking and Computing in Healthcare Industry, Healthcom 2004
EditorsK. Kurokawa, I. Nakajima, Y. Ishibashi
Pages92-95
Number of pages4
Publication statusPublished - 2004
Externally publishedYes
EventProceedings - 6th International Workshop on Enterprise Networking and Computing in Healthcare Industry, Healthcom 2004 - Odawara, Japan
Duration: Jun 28 2004Jun 29 2004

Publication series

NameProceedings - 6th International Workshop on Enterprise Networking and Computing in Healthcare Industry, Healthcom 2004

Conference

ConferenceProceedings - 6th International Workshop on Enterprise Networking and Computing in Healthcare Industry, Healthcom 2004
Country/TerritoryJapan
CityOdawara
Period6/28/046/29/04

Keywords

  • Aortic-Pulmonary
  • Auscultation
  • Heartbeat
  • Independent Component Analysis
  • Mitral-Tricuspid

ASJC Scopus subject areas

  • Engineering(all)

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