Title :
An online algorithm for least-square spectral analysis: Applied to time-frequency analysis of heart rate
Author :
Zhe Zhang;Philip H.W. Leong
Author_Institution :
Department of Electrical and Information Engineering, The University of Sydney, NSW 2006, Australia
Abstract :
We propose a novel online algorithm for computing least-square based periodograms, otherwise known as the Lomb-Scargle Periodogram. Our spectral analysis technique has been shown to be superior to traditional discrete Fourier transform (DFT) based methods, and we introduce an algorithm which has O(N) time complexity per input sample. The technique is suitable for real-time embedded implementations and its utility is demonstrated through an application to the high resolution time-frequency domain analysis of heart rate variability (HRV).
Keywords :
"Heart rate variability","Yttrium","Spectral analysis","Time-frequency analysis","Algorithm design and analysis","Discrete Fourier transforms"
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2015 37th Annual International Conference of the IEEE
Electronic_ISBN :
1558-4615
DOI :
10.1109/EMBC.2015.7318832