Tracking Non-Stationary Spectral Peak Structure in EEG Data

被引:0
|
作者
Prerau, Michael J. [1 ]
Purdon, Patrick L. [1 ]
Eden, Uri T. [2 ]
机构
[1] Massachusetts Gen Hosp, Dept Anesthesia Crit Care & Pain Med, 149 13th St, Charlestown, MA 02129 USA
[2] Boston Univ, Dept Math & Stat, Boston, MA 02124 USA
关键词
INSTANTANEOUS FREQUENCY;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We develop a particle filter algorithm to simultaneously estimate and track the instantaneous peak frequency, amplitude, and bandwidth of multiple concurrent non-stationary components of an EEG signal in the time-frequency domain. We use this method to characterize human EEG activity during anesthesia-induced unconsciousness.
引用
收藏
页码:417 / 420
页数:4
相关论文
共 50 条
  • [21] Spectral Analysis and Linear Prediction toolbox for stationary and non-stationary signals
    Semmelrodt, S
    FREQUENZ, 2004, 58 (7-8) : 185 - 187
  • [22] On Holo-Hilbert spectral analysis: a full informational spectral representation for nonlinear and non-stationary data
    Huang, Norden E.
    Hu, Kun
    Yang, Albert C. C.
    Chang, Hsing-Chih
    Jia, Deng
    Liang, Wei-Kuang
    Yeh, Jia Rong
    Kao, Chu-Lan
    Juan, Chi-Hung
    Peng, Chung Kang
    Meijer, Johanna H.
    Wang, Yung-Hung
    Long, Steven R.
    Wu, Zhauhua
    PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2016, 374 (2065):
  • [23] Tracking the Best Expert in Non-stationary Stochastic Environments
    Wei, Chen-Yu
    Hong, Yi-Te
    Lu, Chi-Jen
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 29 (NIPS 2016), 2016, 29
  • [24] Tracking non-stationary appearances and dynamic feature selection
    Yang, M
    Wu, Y
    2005 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOL 2, PROCEEDINGS, 2005, : 1059 - 1066
  • [25] Detecting and Tracking Concept Class Drift and Emergence in Non-Stationary Fast Data Streams
    Parker, Brandon S.
    Khan, Latifur
    PROCEEDINGS OF THE TWENTY-NINTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2015, : 2908 - 2913
  • [26] Decoupled tracking and thermal monitoring of non-stationary targets
    Tan, Kok Kiong
    Zhang Yi
    Huang Sunan
    Wong, Yoke San
    Lee, Tong Heng
    ISA TRANSACTIONS, 2009, 48 (04) : 449 - 457
  • [27] POWER SPECTRAL ANALYSIS OF NON-STATIONARY RANDOM PROCESSES
    PRIESTLEY, MB
    JOURNAL OF SOUND AND VIBRATION, 1967, 6 (01) : 86 - +
  • [28] Practical methods of tracking of non-stationary time series applied to real world data
    Nabney, IT
    McLachlan, A
    Lowe, D
    APPLICATIONS AND SCIENCE OF ARTIFICIAL NEURAL NETWORKS II, 1996, 2760 : 152 - 163
  • [29] Non-stationary parametric spectral estimation for ultrasound attenuation
    Girault, JM
    Ossant, F
    Ouahabi, A
    Guittet, C
    Kouame, D
    Patat, F
    ACOUSTICAL IMAGING, VOL 23, 1997, 23 : 53 - 59
  • [30] Dynamically weighted ensemble classification for non-stationary EEG processing
    Liyanage, Sidath Ravindra
    Guan, Cuntai
    Zhang, Haihong
    Ang, Kai Keng
    Xu, JianXin
    Lee, Tong Heng
    JOURNAL OF NEURAL ENGINEERING, 2013, 10 (03)