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Towards Multimodal Affective Stimulation: Interaction Between Visual, Auditory and Haptic Modalities Read chapter Read first chapter

2018 | OriginalPaper | Chapter

Performance Evaluation of FIR and IIR Filtering of ECG Signals

Authors : Aleksandar Milchevski, Marjan Gusev

Published in: ICT Innovations 2016

Publisher: Springer International Publishing

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Abstract

When a wearable ECG sensor transmits signals to a mobile device, the mobile applications needs to be very efficient and save the limited mobile phone resources. This motivates us to find an algorithm implementation that is not computationally intensive, but still very efficient in denoising the ECG signal. The use of a window-based design Finite Impulse Response (FIR) and Infinite Impulse Response (IIR) filters are analysed in this paper. Several filters have been designed and the computational efficiency have been analysed both theoretically and experimentally. The results show that the designed IIR outperforms the FIR filter achieving a better computational efficiency with a minimal distortion of the ECG signal.

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previous chapter Pattern Recognition of a Digital ECG
next chapter Influence of Fuzzy Tolerance Metrics on Classification and Regression Tasks for Fuzzy-Rough Nearest Neighbour Algorithms
Literature
1.
Barros, A.K., Mansour, A., Ohnishi, N.: Removing artifacts from electrocardiographic signals using independent components analysis. Neurocomputing 22(1), 173–186 (1998)CrossRefMATH
2.
Faezipour, M., Tiwari, T.M., Saeed, A., Nourani, M., Tamil, L.S.: Wavelet-based denoising and beat detection of ECG signal. In: IEEE/NIH Life Science Systems and Applications Workshop, LiSSA 2009, pp. 100–103. IEEE (2009)
3.
Geibel, A., Zehender, M., Kasper, W., Olschewski, M., Klima, C., Konstantinides, S.: Prognostic value of the ECG on admission in patients with acute major pulmonary embolism. Eur. Respir. J. 25(5), 843–848 (2005)CrossRef
4.
Gusev, M., Stojmenski, A., Chorbev, I.: Challenges for development of a mobile application for ECG detection and feature extraction. J. Emerg. Res. Solut. ICT 1(2) (2016, in Press )
5.
Gustafsson, F.: Determining the initial states in forward-backward filtering. IEEE Trans. Signal Process. 44(4), 988–992 (1996)CrossRef
6.
Milchevski, A., Gusev, M.: Improved pipelined wavelet implementation for filtering ECG signals. Technical report 7/2016, University Sts Cyril and Methodius, FCSE, LiiT (2016)
7.
Moody, G.B., Mark, R.G.: QRS morphology representation and noise estimation using the Karhunen-Loeve transform. In: Proceedings of the Computers in Cardiology 1989, pp. 269–272. IEEE (1989)
8.
Owis, M.I., Abou-Zied, A.H., Youssef, A.B.M., Kadah, Y.M.: Study of features based on nonlinear dynamical modeling in ECG arrhythmia detection and classification. IEEE Trans. Biomed. Eng. 49(7), 733–736 (2002)CrossRef
9.
Pei, S.C., Tseng, C.C.: IIR multiple notch filter design based on allpass filter. IEEE Trans. Circuits Syst. II: Analog Digit. Signal Process. 44(2), 133–136 (1997)CrossRef
10.
Schröder, R.: Prognostic impact of early ST-segment resolution in acute ST-elevation myocardial infarction. Circulation 110(21), e506–e510 (2004)CrossRef
11.
Schroder, R., Wegscheider, K., Schroder, K., Dissmann, R., Meyer-Sabellek, W., Group, I.T., et al.: Extent of early ST segment elevation resolution: a strong predictor of outcome in patients with acute myocardial infarction and a sensitive measure to compare thrombolytic regimens. A substudy of the international joint efficacy comparison of thrombolytics (INJECT) trial. J. Am. Coll. Cardiol. 26(7), 1657–1664 (1995)CrossRef
12.
Taigang, H., Clifford, G., Tarassanko, L.: Application of ICA in removing artefacts from the ECG. Neural Process. Lett. 10(1), 1–5 (2004)
13.
Van Alste, J., Schilder, T.: Removal of base-line wander and power-line interference from the ECG by an efficient FIR filter with a reduced number of taps. IEEE Trans. Biomed. Eng. BME–32(12), 1052–1060 (1985)CrossRef
14.
Zijlmans, M., Flanagan, D., Gotman, J.: Heart rate changes and ECG abnormalities during epileptic seizures: prevalence and definition of an objective clinical sign. Epilepsia 43(8), 847–854 (2002)CrossRef
Metadata
Title
Performance Evaluation of FIR and IIR Filtering of ECG Signals
Authors
Aleksandar Milchevski
Marjan Gusev
Copyright Year
2018
Book
ICT Innovations 2016

Print ISBN: 978-3-319-68854-1

Electronic ISBN: 978-3-319-68855-8

Copyright Year: 2018

DOI
https://doi.org/10.1007/978-3-319-68855-8_10

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