Title :
K-NN based interpolation to handle artifacts for heart rate variability analysis
Author :
Begum, S. ; Islam, M.S. ; Ahmed, M.U. ; Funk, P.
Author_Institution :
Sch. of Innovation, Design & Eng., Malardalen Univ., Vasteras, Sweden
Abstract :
Heart rate variability (HRV) is a popular parameter for depicting activities of autonomous nervous system and helps to explain various physiological activities of the body. A small amount of artifacts can produce significant changes especially, for time domain HRV features. Manual correction of artifacts performed by visual inspection of the signal by experts is tedious and time consuming and often leads to incorrect result especially for long term recordings. Therefore, an automatic artifact removing approach that helps to provide clinically useful HRV analysis is valuable. This paper proposes an algorithm that detects and replaces artifacts from inter-beat interval (IBI) signal for HRV analysis. The detection is mainly based on windowing technique and interpolation is performed using the k-nearest neighbour (K-NN) algorithm. The experimental work shows a promising performance in handling artifacts for HRV analysis using electrocardiogram (ECG) sensor signal
Keywords :
electrocardiography; interpolation; medical signal detection; medical signal processing; neurophysiology; ECG senor signal; HRV analysis; K-NN based interpolation; automatic artifact removing approach; autonomous nervous system; electrocardiogram; handling artifacts; heart rate variability analysis; inter-beat interval signal; physiological activities; signal detection; visual inspection; Clustering algorithms; Frequency domain analysis; Heart rate variability; Interpolation; Software; Software algorithms; Time domain analysis; Artifacts; Heart rate variability; Inter-beat interval; K-NN;
Conference_Titel :
Signal Processing and Information Technology (ISSPIT), 2011 IEEE International Symposium on
Conference_Location :
Bilbao
Print_ISBN :
978-1-4673-0752-9
Electronic_ISBN :
978-1-4673-0751-2
DOI :
10.1109/ISSPIT.2011.6151593