Reference-free reduction of ballistocardiogram artifact from EEG data using EMD-PCA

2014 5th International Conference on Intelligent and Advanced Systems: Technological Convergence for Sustainable Future, ICIAS 2014 - Proceedings

Volumn , Issue , 2014, Pages

  Javed, Ehtasham ^a   Faye, Ibrahima ^a   Malik, Aamir Saeed ^a   Abdullah, Jafri Malin ^b  

^a DEPARTMENT OF CHEMICAL ENGINEERING   (Malaysia)

^b HOSPITAL UNIVERSITI SAINS MALAYSIA   (Malaysia)

Author keywords

Ballistocardiogram artifact; Empirical Mode Decomposition; Event related potential; Principal Component Analysis; Simultaneous EEG fMRI

Indexed keywords

MAGNETIC RESONANCE IMAGING; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING;

BALLISTOCARDIOGRAM ARTIFACT; BRAIN ACTIVITY; COMPOSITE ALGORITHM; EMPIRICAL MODE DECOMPOSITION; EVENT RELATED POTENTIALS; FUNCTIONAL MAGNETIC RESONANCE IMAGES (FMRI); NEURONAL ACTIVITIES; SIMULTANEOUS EEG-FMRI;

ELECTROENCEPHALOGRAPHY;

EID: 84906350477     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIAS.2014.6869512     Document Type: Conference Paper

References (24)

1. H. Berger, "On the electroencephalogram of man. Sixth report.," Electroencephalogr. Clin. Neurophysiol. Suppl-28., 1969.
2. H. Laufs, J. Daunizeau, D. W. Carmichael, and a Kleinschmidt, "Recent advances in recording electrophysiological data simultaneously with magnetic resonance imaging.," Neuroimage, vol. 40, no. 2, pp. 515-28, Apr. 2008.
3. N. G. Müller and R. T. Knight, "The functional neuroanatomy of working memory: contributions of human brain lesion studies.," Neuroscience, vol. 139, no. 1, pp. 51-58, 2006.
4. H. Amin and A. S. Malik, "Human memory retention and recall processes: A review of EEG and fMRI studies," Neurosciences, vol. 18, no. 4, pp. 330-344, 2013.
5. J. Gotman, E. Kobayashi, A. P. Bagshaw, C.-G. Bénar, and F. Dubeau, "Combining EEG and fMRI: a multimodal tool for epilepsy research.," J. Magn. Reson. Imaging, vol. 23, no. 6, pp. 906-920, 2006.
6. R. F. Ahmad, A. S. Malik, N. Kamel, and F. Reza, "A proposed frame work for real time epileptic seizure prediction using scalp EEG," 2013 IEEE Int. Conf. Control Syst. Comput. Eng., pp. 284-289, Nov. 2013.
7. P. M. Rossini, S. Rossi, C. Babiloni, and J. Polich, "Clinical neurophysiology of aging brain: from normal aging to neurodegeneration.," Prog. Neurobiol., vol. 83, no. 6, pp. 375- 400, 2007.
8. W. Nakamura, K. Anami, T. Mori, O. Saitoh, A. Cichocki, and S. Amari, "Removal of ballistocardiogram artifacts from simultaneously recorded EEG and fMRI data using independent component analysis," IEEE Trans. Biomed. Eng., vol. 53, no. 7, pp. 1294-308, Jul. 2006.
9. F. Ghaderi, K. Nazarpour, J. G. McWhirter, and S. Sanei, "Removal of Ballistocardiogram Artifacts Using the Cyclostationary Source Extraction Method," IEEE Trans. Biomed. Eng., vol. 57, no. 11, pp. 2667-2676, Jul. 2010.
10. F. Grouiller, L. Vercueil, A. Krainik, C. Segebarth, P. Kahane, and O. David, "A comparative study of different artefact removal algorithms for EEG signals acquired during functional MRI.," Neuroimage, vol. 38, no. 1, pp. 124-37, Oct. 2007.
11. P. J. Allen, G. Polizzi, K. Krakow, D. R. Fish, and L. Lemieux, "Identification of EEG events in the MR scanner: the problem of pulse artifact and a method for its subtraction.," Neuroimage, vol. 8, no. 3, pp. 229-39, Oct. 1998.
12. G. Bonmassar, "Motion and Ballistocardiogram Artifact Removal for Interleaved Recording of EEG and EPs during MRI," Neuroimage, vol. 16, no. 4, pp. 1127-1141, Aug. 2002.
13. C.-G. Bénar, Y. Aghakhani, Y. Wang, A. Izenberg, A. Al-Asmi, F. Dubeau, and J. Gotman, "Quality of EEG in simultaneous EEG-fMRI for epilepsy," Clin. Neurophysiol., vol. 114, no. 3, pp. 569-580, Mar. 2003.
14. R. K. Niazy, C. F. Beckmann, G. D. Iannetti, J. M. Brady, and S. M. Smith, "Removal of FMRI environment artifacts from EEG data using optimal basis sets," Neuroimage, vol. 28, no. 3, pp. 720-37, Nov. 2005.
15. T. Rasheed, Y.-K. Lee, S. Y. Lee, and T.-S. Kim, "Attenuation of artifacts in EEG signals measured inside an MRI scanner using constrained independent component analysis," Physiol. Meas., vol. 30, no. 4, p. 387, 2009.
16. S. Ferdowsi, S. Sanei, V. Abolghasemi, J. Nottage, and O. O'Daly, "Removing ballistocardiogram artifact from EEG using short- and long-term linear predictor," IEEE Trans. Biomed. Eng., vol. 60, no. 7, pp. 1900-11, Jul. 2013.
17. Z. Liu, J. a de Zwart, P. van Gelderen, L.-W. Kuo, and J. H. Duyn, "Statistical feature extraction for artifact removal from concurrent fMRI-EEG recordings," Neuroimage, vol. 59, no. 3, pp. 2073-87, Feb. 2012.
18. J. C. De Munck, P. J. van Houdt, S. I. Gonçalves, E. van Wegen, and P. P. W. Ossenblok, "Novel artefact removal algorithms for co-registered EEG/fMRI based on selective averaging and subtraction," Neuroimage, vol. 64, pp. 407-15, Jan. 2013.
19. S. Debener, K. J. Mullinger, R. K. Niazy, and R. W. Bowtell, "Properties of the ballistocardiogram artefact as revealed by EEG recordings at 1.5, 3 and 7 T static magnetic field strength," Int. J. Psychophysiol., vol. 67, no. 3, pp. 189-99, Mar. 2008.
20. A. A. Stevens, P. Skudlarski, J. C. Gatenby, and J. C. Gore, "Event-related fMRI of auditory and visual oddball tasks.," Magn. Reson. Imaging, vol. 18, no. 5, pp. 495-502, 2000.
21. N. E. Huang, Z. Shen, S. R. Long, M. C. Wu, H. H. Shih, Q. Zheng, N.-C. Yen, C. C. Tung, and H. H. Liu, "The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis," Proc. R. Soc. A Math. Phys. Eng. Sci., vol. 454, no. 1971, pp. 903-995, Mar. 1998.
22. H. Hotelling, "Analysis of a complex of statistical variables into principal components," J. Educ. Psychol., vol. 24, no. 6, pp. 417-441, 1933.
23. T. Wang, M. Zhang, Q. Yu, and H. Zhang, "Comparing the applications of EMD and EEMD on time-frequency analysis of seismic signal," J. Appl. Geophys., vol. 83, pp. 29-34, Aug. 2012.
24. "HydroCel Geodesic Sensor Net 128 Channel Map." [Online]. Available: ftp.egi.com/pub/documentation/.../hcgsn-128.pdf.