Abstract
Compared with traditional time analysis and frequency analysis, time-frequency analysis of EEG not only reveals more abundant information but also reflects their dynamic temporal oscillatory activities. Event related potential (ERP) is a kind of cognitive electroencephalogram (EEG) signal, which are directly related with task and average across spontaneous EEG. Effective time-frequency representation method and how to analyze EEG based on the event related cognitive task in time-frequency domain according to their experiment speciality are the hot study at present. In current paper, a new time-frequency method about filter bank and Hilbert transform (FBHT) was introduced, and the application for ERP and ER-EEG signal were explored in order to mine new information effectively during the classic Stroop cognitive task.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Bianchi, A.M., Mainardi, L.T., Cerutti, S.: Time-Frequency Analysis of Biomedical Signals. Trans. Inst. Meas. & Control 22(3), 215–230 (2000)
Blanco, S., Figliola, A., Quian Quiroga, R.: Time-Frequency Analysis of Electroencephalogram Series III: Wavelet Packets and Information Cost Function. Phys. Rev. E 57, 932–940 (1998)
Williams, W.J.: Recent Advances in Time-Frequency Representations: Some Theoretical Foundation. In: Time-Frequency and Wavelets in Biomedical Signal. IEEE Press Series in Biomedical Engineering (1997)
Durka, P.J., Blinowska, K.J.: A Unified Time Frequency Parameterization of EEGs. IEEE Eng. Med. Biol. Mag. 20(5), 47–53 (2001)
Hagoort, P., Hald, L., Bastiaansen, M., Petersson, K.M.: Integration of Word Meaning and World Knowledge in Language Comprehension. Science 304(5669), 438–441 (2004)
Peng, D.L., Guo, T.M., Wei, J.H., Xiao, L.H.: An ERP Study on Processing Stages of Children’s Stroop Effect. Sci. Tech. Engng. 4(2), 84–88 (2004)
Polich, J., Kok, A.: Cognitive and Biological Determinants of P300: An Integrative Review. Biol. Psychol. 41(2), 103–146 (1995)
Squires, N.K., Ollo, C.: Comparison of Endogenous Event-Related Potentials in Attend and Nonattend Conditions Latency Changes with Normal Aging. Clin. Neurophysiol. 110(3), 564–574 (1999)
Lachaux, J.P., Rodriguez, E., Martinerie, J., Adam, C., Hasboun, D., Varela, F.J.: A Quantitative Study of Gamma-Band Activity in Human Intracranial Recordings Triggered by Visual Stimuli. European Journal of Neuroscience 12(7), 2608–2622 (2000)
Wen, X.T., Zhao, X.J., Yao, L.: Synchrony of Basic Neuronal Network Based on Event Related EEG. In: Wang, J., Liao, X.-F., Yi, Z. (eds.) ISNN 2005. LNCS, vol. 3498, pp. 725–730. Springer, Heidelberg (2005)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2006 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Wen, XT., Zhao, XJ., Yao, L. (2006). Time-Frequency Analysis of EEG Based on Event Related Cognitive Task. In: Wang, J., Yi, Z., Zurada, J.M., Lu, BL., Yin, H. (eds) Advances in Neural Networks - ISNN 2006. ISNN 2006. Lecture Notes in Computer Science, vol 3973. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11760191_85
Download citation
DOI: https://doi.org/10.1007/11760191_85
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-34482-7
Online ISBN: 978-3-540-34483-4
eBook Packages: Computer ScienceComputer Science (R0)