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09.01.2025

Efficiently Designed Hammerstein Spline Adaptive Filter for Ocular Noise Extraction from EEG Signals

verfasst von: Shubham Yadav, Suman Kumar Saha, Rajib Kar

Erschienen in: Circuits, Systems, and Signal Processing

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Abstract

Noise extraction from electroencephalogram (EEG) signals has become indispensable in the clinical field. This paper mainly focuses on designing an efficient Hammerstein spline adaptive filter (HSAF) for the ocular noise extraction from the EEG signals. The paper claims the novelty of applying a metaheuristic algorithm for optimizing the filter taps and control points (knots) of HSAF. A recently developed evolutionary algorithm, namely, the slime mould optimizer (SMO) algorithm, has been adapted to optimize the filter taps of HSAF, and the outcomes are compared with other reported methods on same dataset. The proposed HSAF has performed better in imaginal and precision analysis for removing the ocular noise even in the low-frequency band (10–12 Hz) without any alteration in the α-component with improved signal-to-noise-ratio (SNR) of 99.108 dB, lesser mean-squared-error (MSE) value of −36.1083 dB, and mean-absolute-error (MAE) of 0.001692 dB. Further, the real-world feasibility of the proposed method is verified in hardware TMS320C6713 digital signal processor kit.

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Literatur
4.
Zurück zum Zitat B. Azzerboni, F. L. Foresta, N. Mammone, F.C. Morabito A new approach based on Wavelet-ICA algorithms for fetal electrocardiogram extraction. In: Proc. European Symposium on Artificial Neural Networks, 193–198 (2005). B. Azzerboni, F. L. Foresta, N. Mammone, F.C. Morabito A new approach based on Wavelet-ICA algorithms for fetal electrocardiogram extraction. In: Proc. European Symposium on Artificial Neural Networks, 193–198 (2005).
9.
Zurück zum Zitat A.L. Goldberger, L.A.N. Amaral, L. Glass, J.M. Hausdorff, P.C.H. Ivanov, R.G. Mark, J.E. Mietus, G.B. Moody, C.-K. Peng, H.E. Stanley, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals. Circulation 101(23), e215–e220 (2000)CrossRef A.L. Goldberger, L.A.N. Amaral, L. Glass, J.M. Hausdorff, P.C.H. Ivanov, R.G. Mark, J.E. Mietus, G.B. Moody, C.-K. Peng, H.E. Stanley, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals. Circulation 101(23), e215–e220 (2000)CrossRef
14.
Zurück zum Zitat Y. Ichimaru, G.B. Moody, Development of the polysomnographic database on CD-ROM. Psychiatry Clin. Neurosci. 53(4), 175–177 (1999)CrossRefMATH Y. Ichimaru, G.B. Moody, Development of the polysomnographic database on CD-ROM. Psychiatry Clin. Neurosci. 53(4), 175–177 (1999)CrossRefMATH
27.
37.
Zurück zum Zitat M. Tangermann, K.R. Muller, A. Aertsen, N. Birbaumer, C. Braun, C. Brunner, R. Leeb, C. Mehring, K.J. Miller, G.R. MullerPutz, G. Nolte, G. Pfurtscheller, H. Preissl, G. Schalk, A. Schlgl, C. Vidaurre, S. Waldert, B. Blankertz, Review of the BCI competition IV. Front. Neurosci. (2012). https://doi.org/10.3389/fnins.2012.00055CrossRef M. Tangermann, K.R. Muller, A. Aertsen, N. Birbaumer, C. Braun, C. Brunner, R. Leeb, C. Mehring, K.J. Miller, G.R. MullerPutz, G. Nolte, G. Pfurtscheller, H. Preissl, G. Schalk, A. Schlgl, C. Vidaurre, S. Waldert, B. Blankertz, Review of the BCI competition IV. Front. Neurosci. (2012). https://​doi.​org/​10.​3389/​fnins.​2012.​00055CrossRef
40.
Zurück zum Zitat R. Verleger, T. Gasser, J. Möcks, Correction of EOG artifacts in event-related potentials of the EEG: aspects of reliability and validity. Psychophysiology 19(4), 472–481 (1982)CrossRefMATH R. Verleger, T. Gasser, J. Möcks, Correction of EOG artifacts in event-related potentials of the EEG: aspects of reliability and validity. Psychophysiology 19(4), 472–481 (1982)CrossRefMATH
42.
Zurück zum Zitat Z. Wu, N.E. Huang, Ensemble empirical mode decomposition: a noise-assisted data analysis method. Adv. Adapt. Data Anal. 1(1), 1–41 (2009)CrossRefMATH Z. Wu, N.E. Huang, Ensemble empirical mode decomposition: a noise-assisted data analysis method. Adv. Adapt. Data Anal. 1(1), 1–41 (2009)CrossRefMATH
Metadaten
Titel
Efficiently Designed Hammerstein Spline Adaptive Filter for Ocular Noise Extraction from EEG Signals
verfasst von
Shubham Yadav
Suman Kumar Saha
Rajib Kar
Publikationsdatum
09.01.2025
Verlag
Springer US
Erschienen in
Circuits, Systems, and Signal Processing
Print ISSN: 0278-081X
Elektronische ISSN: 1531-5878
DOI
https://doi.org/10.1007/s00034-024-02973-y