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2018 | OriginalPaper | Buchkapitel

Performance Evaluation of FIR and IIR Filtering of ECG Signals

verfasst von : Aleksandar Milchevski, Marjan Gusev

Erschienen in: ICT Innovations 2016

Verlag: 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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Literatur
1.
Zurück zum Zitat Barros, A.K., Mansour, A., Ohnishi, N.: Removing artifacts from electrocardiographic signals using independent components analysis. Neurocomputing 22(1), 173–186 (1998)CrossRefMATH Barros, A.K., Mansour, A., Ohnishi, N.: Removing artifacts from electrocardiographic signals using independent components analysis. Neurocomputing 22(1), 173–186 (1998)CrossRefMATH
2.
Zurück zum Zitat 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) 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.
Zurück zum Zitat 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 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.
Zurück zum Zitat 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 ) 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.
Zurück zum Zitat Gustafsson, F.: Determining the initial states in forward-backward filtering. IEEE Trans. Signal Process. 44(4), 988–992 (1996)CrossRef Gustafsson, F.: Determining the initial states in forward-backward filtering. IEEE Trans. Signal Process. 44(4), 988–992 (1996)CrossRef
6.
Zurück zum Zitat Milchevski, A., Gusev, M.: Improved pipelined wavelet implementation for filtering ECG signals. Technical report 7/2016, University Sts Cyril and Methodius, FCSE, LiiT (2016) 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.
Zurück zum Zitat 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) 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.
Zurück zum Zitat 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 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.
Zurück zum Zitat 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 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.
Zurück zum Zitat Schröder, R.: Prognostic impact of early ST-segment resolution in acute ST-elevation myocardial infarction. Circulation 110(21), e506–e510 (2004)CrossRef Schröder, R.: Prognostic impact of early ST-segment resolution in acute ST-elevation myocardial infarction. Circulation 110(21), e506–e510 (2004)CrossRef
11.
Zurück zum Zitat 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 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.
Zurück zum Zitat Taigang, H., Clifford, G., Tarassanko, L.: Application of ICA in removing artefacts from the ECG. Neural Process. Lett. 10(1), 1–5 (2004) Taigang, H., Clifford, G., Tarassanko, L.: Application of ICA in removing artefacts from the ECG. Neural Process. Lett. 10(1), 1–5 (2004)
13.
Zurück zum Zitat 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 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.
Zurück zum Zitat 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 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
Metadaten
Titel
Performance Evaluation of FIR and IIR Filtering of ECG Signals
verfasst von
Aleksandar Milchevski
Marjan Gusev
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-68855-8_10

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