Artifacts removal in EEG signal using adaptive neuro fuzzy inference system

Proceedings of ICSCN 2007: International Conference on Signal Processing Communications and Networking

Volumn , Issue , 2007, Pages 589-591

  Kezi Selva Vijila, C ^a   Kanagasabapathy, P ^b   Johnson, Stanley ^a   Ewards, Vinodh ^a  

^a KARUNYA UNIVERSITY   (India)

^b ANNA UNIVERSITY   (India)

Author keywords

Adaptive noise cancellation; ANFIS; EEG extraction; Neuro fuzzy

Indexed keywords

FUZZY INFERENCE; NEUROLOGY; SIGNAL INTERFERENCE;

ADAPTIVE NOISE CANCELLATION; ANFIS; NEURO FUZZY;

ELECTROENCEPHALOGRAPHY;

EID: 34548170782     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSCN.2007.350676     Document Type: Conference Paper

References (20)

1. M. Potter, N. Gadhok, and W. Kinsner, "Separation performance of ICA on simulated EEG and ECG signals contaminated by noise", Canadian Journal of Electrical and Computer Engineering, 27(3): 114-127, 2002.
2. Z.J. Koles, "The quantitative extraction and topographic mapping of the abnormal components in the clinical EEG", Electroencephalography and Clinical Neurophysiology, 79:440-447, 1991.
3. G. Gratton, M.G. Coles and J. Mocks, "A new method for online removal of ocular artifact", Electroencephalography and Clinical Neurophysiology, 19:202-480,1983.
4. A. SchlÄogl, P. Anderer, S.J. Roberts, M. Pregenzer, and G. Pfurtscheller," Artefact detection in sleep EEG by the use of Kalman Filtering", Proceedings of EMBEC99, 648-649, 1999.
5. L. Vigon, M.R. Saatchi, J.E.W. Mayhew, and R. Fernandes, "Quantitative evaluation of techniques for ocular artefact removal", IEE Proc. Sci. Meas. Technology, 120(5), 2000.
6. J.L. Whitton, F. Lue, and H. Moldofsky, "A spectral method for removing eye-movement artifacts from the EEG", Electroencephalography and Clinical Neurophysiology, 44:735-741, 1978.
7. T.P. Jung, S. Makeig, M. Westereld, J. Townsend, E. Courchesne, and T.J. Sejnowski, "Removal of eye activity artifacts from visual event-related potentials in normal and clinical subjects", Clinical Neurophysiology, 111(10): 1721-58, 2000.
8. T.P. Jung, C. Humphries, T.W. Lee, M.J. McKeown, V. Iragui, S. Makeig, and T.J. Sejnowski, "Removing electroencephalographic artifacts by blind source separation", Psychophysiology, 37:153-178, 2000.
9. D. A. Overton and C. Shagass, "Distribution of eye movement and eye blink potentials over the scalp", Electroencephalography and Clinical Neurophysiology, 27:186, 1969.
10. R. Verleger, T. Gasser, and J. Mocks, "Correction of EOG artifacts in event-related potentials of EEG: Aspects of reliability and validity". Psychophysiology, 19:202-480, 1982.
11. S. Verobyov and A. Cichocki, "Blind noise reduction for multisensory signals using ICA and subspace filtering, with application to EEG analysis", Biological Cybernetics, 86:219-223, 2002.
12. T.P. Jung, C. Humphries, M. Lee, V. Iragui, S. Makeig, and T. Sejnowski, "Removing electroencephalographic artifacts: Comparison between ICA and PCA", IEEE International Workshop on Neural Networks for Signal Processing, 63-72, 1998.
13. A. Cichocki and S. Vorobyov, "Application of ICA for automatic noise and interference Cancellation in multisensory biomedical signals", Proceedings of the Second International Workshop on ICA and BSS, 616-626, June 2000.
14. J.L. Kenemans, P. Molenaar, M.N. Verbaten, and J.L. Slangen, "Removal of the ocular artifact from the EEG: a comparison of time and frequency domain methods with simulated and real data", Psychophysiology, 28:114-121, 1991.
15. J.S.R. Jang, C.T. Sun and E. Mizutani, Neuro Fuzzy and Soft computing, Prentice Hall International Inc, 1997.
16. W.T. Blume, M. Kaibara, and G.B. Young, Atlas of Adult Electroencephalography, (Philadelphia, 2002).
17. Min Shao, Kenneth E. Barner, Michael H. Goodman, "An Interference Cancellation Algorithm for Non Invasive Extraction of Transabdominal Fetal Electroencephalogram (TaFEEG)", IEEE Trans. Biomedical Engineering, vol. 51, No. 3, 471-483, 2004.
18. Jyh-Shing, Roger Jang, "ANFIS: Adaptive Network based Fuzzy Inference System", IEEE Trans. Systems, Man, and Cybernetics, vol. 23, No. 3, 1993.
19. www.physionet.org.
20. C.Kezi Selva vijila, P.Kanagasabapathy, and Stanley Johnson, "Fetal ECG Extraction using Soft computing Technique", Journal of Applied Sciences,6: 251-256, 2006.