Title :
Robust heart rate estimation from noisy phonocardiograms
Author :
Springer, David B. ; Brennan, Thomas ; Hitzeroth, Jens ; Mayosi, Bongani M. ; Tarassenko, Lionel ; Clifford, Gari D.
Author_Institution :
Univ. of Oxford, Oxford, UK
Abstract :
Accurate heart rate estimation is a fundamental process when analysing phonocardiograms (PCGs). While this is trivial in noise-free recordings, it becomes a difficult task in PCGs corrupted by various noise sources. While numerous PCG-based heart rate estimation techniques have been explored in the literature, no comparison between these techniques has been performed to identify the best-performing method in noisy recordings. This paper evaluates various denoising, normalisation, envelope extraction and heart rate estimation techniques on 585 noisy recordings made using four different devices. The best-performing algorithm correctly estimated the heart rate in 471 (80.5%) of these PCGs, while correctly estimating the heart rate in 86% of the PCGS from a separate (publicly available) test dataset.
Keywords :
medical signal processing; phonocardiography; signal denoising; PCG-based heart rate estimation techniques; denoising techniques; envelope extraction; noise sources; noisy phonocardiograms; noisy recordings; robust heart rate estimation; Correlation; Estimation; Heart rate; Noise measurement; Phonocardiography; Signal processing algorithms;
Conference_Titel :
Computing in Cardiology Conference (CinC), 2014
Print_ISBN :
978-1-4799-4346-3