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2017 | OriginalPaper | Buchkapitel

Robust Detection of Systolic Peaks in Arterial Blood Pressure Signal

verfasst von : Tomasz Pander, Robert Czabański, Tomasz Przybyła, Stanisław Pietraszek, Michał Jeżewski

Erschienen in: Artificial Intelligence and Soft Computing

Verlag: Springer International Publishing

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Abstract

The heart rate signal is one of the most important physiological signals characterizing the human heart. The heart bits are usually determined on the basis of the electrocardiographic (ECG) signal. However, they can be also detected by monitoring systolic peaks in a arterial blood pressure (ABP) signal. The pressure signal, as other physiological signals, may be disturbed with noise. In this work we propose the method of precise location of the systolic peaks in ABP signal in the presence of noise, by applying the detection function waveform and fuzzy clustering. The new method is tested using real signals from the MIT-BIH Polysomnographic Database. The results obtained during experiments show the high effectiveness of the proposed method in relation to reference methods.

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Literatur
1.
Zurück zum Zitat Aboy, M., McNames, J., Thong, T., Tsunami, D., Ellenby, M., Goldstein, B.: An automatic beat detection algorithm for pressure signals. IEEE Trans. Biomed. Eng. 52, 1662–1670 (2005)CrossRef Aboy, M., McNames, J., Thong, T., Tsunami, D., Ellenby, M., Goldstein, B.: An automatic beat detection algorithm for pressure signals. IEEE Trans. Biomed. Eng. 52, 1662–1670 (2005)CrossRef
2.
Zurück zum Zitat Goldberger, A., Amaral, L., Glass, L., Hausdorff, J., Ivanov, P., Mark, R., Mietus, J., Moody, G., Peng, C.K., Stanley, H.: Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals. Circulation 101(23), e215–e220 (2000)CrossRef Goldberger, A., Amaral, L., Glass, L., Hausdorff, J., Ivanov, P., Mark, R., Mietus, J., Moody, G., Peng, C.K., Stanley, H.: Physiobank, physiotoolkit, and physionet: components of a new research resource for complex physiologic signals. Circulation 101(23), e215–e220 (2000)CrossRef
3.
Zurück zum Zitat Ichimaru, Y., Moody, G.: Development of the polysomnographic database on CD-ROM. Psychiatr. Clin. Neuros. 53, 175–177 (1999)CrossRef Ichimaru, Y., Moody, G.: Development of the polysomnographic database on CD-ROM. Psychiatr. Clin. Neuros. 53, 175–177 (1999)CrossRef
4.
Zurück zum Zitat Kathirvel, P., Manikandan, M., Prasanna, S., Soman, K.: An efficient r-peak detection based on new nonlinear transformation and first-order gaussian differentiator. Cardiovasc. Eng. Technol. 2, 408–425 (2011)CrossRef Kathirvel, P., Manikandan, M., Prasanna, S., Soman, K.: An efficient r-peak detection based on new nonlinear transformation and first-order gaussian differentiator. Cardiovasc. Eng. Technol. 2, 408–425 (2011)CrossRef
5.
Zurück zum Zitat Kersten, P.: Implementation issues in the fuzzy c-medians clustering algorithm. In: Proceedings of the Sixth IEEE International Conference on Fuzzy Systems, vol. 2, pp. 957–962 (1997) Kersten, P.: Implementation issues in the fuzzy c-medians clustering algorithm. In: Proceedings of the Sixth IEEE International Conference on Fuzzy Systems, vol. 2, pp. 957–962 (1997)
6.
Zurück zum Zitat Kersten, P.: Fuzzy order statistics and their application to fuzzy clustering. IEEE Trans. Fuzzy Syst. 7(6), 708–712 (1999)MathSciNetCrossRef Kersten, P.: Fuzzy order statistics and their application to fuzzy clustering. IEEE Trans. Fuzzy Syst. 7(6), 708–712 (1999)MathSciNetCrossRef
7.
Zurück zum Zitat Li, B., Dong, M., Vai, M.: On an automatic delineator for arterial blood pressure waveforms. Biomed. Signal Process. Contr. 5, 76–81 (2010)CrossRef Li, B., Dong, M., Vai, M.: On an automatic delineator for arterial blood pressure waveforms. Biomed. Signal Process. Contr. 5, 76–81 (2010)CrossRef
8.
Zurück zum Zitat Li, Q., Mark, R., Clifford, G.: Artificial arterial blood pressure artifact models and an evaluation of a robust blood pressure and heart rate estimator. Biomed. Eng. Online 89, 1–13 (2009) Li, Q., Mark, R., Clifford, G.: Artificial arterial blood pressure artifact models and an evaluation of a robust blood pressure and heart rate estimator. Biomed. Eng. Online 89, 1–13 (2009)
9.
Zurück zum Zitat Pachauri, A., Bhuyan, M.: ABP peak detection using energy analysis technique. In: International Conference on Multimedia, Signal Processing and Communication Technologies, 17–19 December 2011 (2011) Pachauri, A., Bhuyan, M.: ABP peak detection using energy analysis technique. In: International Conference on Multimedia, Signal Processing and Communication Technologies, 17–19 December 2011 (2011)
10.
Zurück zum Zitat Pander, T., Czabański, R., Przybyła, T., Pojda-Wilczek, D.: An automatic saccadic eye movement detection in an optokinetic nystagmus signal. Biomed. Tech. (Berl) 59(6), 529–543 (2014)CrossRef Pander, T., Czabański, R., Przybyła, T., Pojda-Wilczek, D.: An automatic saccadic eye movement detection in an optokinetic nystagmus signal. Biomed. Tech. (Berl) 59(6), 529–543 (2014)CrossRef
11.
Zurück zum Zitat Pander, T., Przybyła, T.: Impulsive noise cancelation with simplified cauchy-based p-norm filter. Signal Process. 92, 2187–2198 (2012)CrossRef Pander, T., Przybyła, T.: Impulsive noise cancelation with simplified cauchy-based p-norm filter. Signal Process. 92, 2187–2198 (2012)CrossRef
12.
Zurück zum Zitat Perfetto, J., Ruiz, A., Sirne, R., D’Attellis Klapuri, A.: Pressure-detection algorithms. IEEE Eng. Med. Biol. 28(5), 35–40 (2009)CrossRef Perfetto, J., Ruiz, A., Sirne, R., D’Attellis Klapuri, A.: Pressure-detection algorithms. IEEE Eng. Med. Biol. 28(5), 35–40 (2009)CrossRef
13.
Zurück zum Zitat Raju, D., Manikandan, M., Ramkumar, B.: An automated method for detecting systolic peaks from arterial blood pressure signals. In: Proceeding of the 2014 IEEE Student’s Technology Symposium, pp. 41–46 (2014) Raju, D., Manikandan, M., Ramkumar, B.: An automated method for detecting systolic peaks from arterial blood pressure signals. In: Proceeding of the 2014 IEEE Student’s Technology Symposium, pp. 41–46 (2014)
14.
Zurück zum Zitat Scholkmann, F., Boss, J., Wolf, M.: An efficient algorithm for automatic peak detection in noisy periodic and quasi-periodic signals. Algorithms 5, 588–603 (2012)CrossRef Scholkmann, F., Boss, J., Wolf, M.: An efficient algorithm for automatic peak detection in noisy periodic and quasi-periodic signals. Algorithms 5, 588–603 (2012)CrossRef
15.
Zurück zum Zitat Sun, J., Reisner, A., Mark, R.: A signal abnormality index for arterial blood pressure waveforms. Comput. Cardiol. 101(33), 13–16 (2006) Sun, J., Reisner, A., Mark, R.: A signal abnormality index for arterial blood pressure waveforms. Comput. Cardiol. 101(33), 13–16 (2006)
16.
Zurück zum Zitat Wróbel, J., Horoba, K., Pander, T., Jeżewski, J., Czabański, R.: Improving fetal heart rate signal interpretation by application of myriad filtering. Biocybern. Biomed. Eng. 33(4), 211–221 (2013)CrossRef Wróbel, J., Horoba, K., Pander, T., Jeżewski, J., Czabański, R.: Improving fetal heart rate signal interpretation by application of myriad filtering. Biocybern. Biomed. Eng. 33(4), 211–221 (2013)CrossRef
18.
Zurück zum Zitat Zong, W., Moody, G., Mark, R.: Reduction of false arterial blood pressure alarms using signal quality assessment and relationships between the electrocardiogram and arterial blood pressure. Med. Biol. Eng. Comput. 42(5), 698–706 (2004)CrossRef Zong, W., Moody, G., Mark, R.: Reduction of false arterial blood pressure alarms using signal quality assessment and relationships between the electrocardiogram and arterial blood pressure. Med. Biol. Eng. Comput. 42(5), 698–706 (2004)CrossRef
Metadaten
Titel
Robust Detection of Systolic Peaks in Arterial Blood Pressure Signal
verfasst von
Tomasz Pander
Robert Czabański
Tomasz Przybyła
Stanisław Pietraszek
Michał Jeżewski
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-59063-9_63