A BEAMFORMING PARTICLE FILTER FOR EEG DIPOLE SOURCE LOCALIZATION

被引：6
|
作者：
Mohseni, Hamid R. [1 ,2 ]
Ghaderi, Foad [1 ,2 ]
Wilding, Edward E. [1 ,2 ]
Sanei, Saeid [1 ,2 ]
机构：
[1] Cardiff Univ, Sch Engn, Cardiff, S Glam, Wales
[2] Cardiff Univ, Sch Psychol, Cardiff, S Glam, Wales
来源：
2009 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1- 8, PROCEEDINGS | 2009年
关键词：
Beamforming; dipole source localization; EEG; particle filter;
D O I：
10.1109/ICASSP.2009.4959589
中图分类号：
O42 [声学];
学科分类号：
070206 ; 082403 ;
摘要：
Recently we have developed a method for electroencephalogram (EEG) dipole source localization based on particle filtering (PF). In this study the method is combined with beamforming to eliminate the noise which is spatially uncorrelated with the desired signal and accordingly to improve its performance. The proposed beamforming is an optimum, linear and data independent filter which can be applied to stationary as well as non-stationary data. Simulation and real data results have been provided to show its better performance over PF and beamforming approaches for dipole source localization.
引用
收藏
页码：337 / +
页数：2
相关论文
共 50 条
  • [1] Multiple dipole source localization of EEG measurements using particle filter with partial stratified resampling
    Veeramalla, Santhosh Kumar
    Talari, V. K. Hanumantha Rao
    BIOMEDICAL ENGINEERING LETTERS, 2020, 10 (02) : 205 - 215
  • [2] Multiple dipole source localization of EEG measurements using particle filter with partial stratified resampling
    Santhosh Kumar Veeramalla
    V. K. Hanumantha Rao Talari
    Biomedical Engineering Letters, 2020, 10 : 205 - 215
  • [3] EEG dipole source localization with information criteria for multiple particle filters
    Sonoda, Sho
    Nakamura, Keita
    Kaneda, Yuki
    Hino, Hideitsu
    Akaho, Shotaro
    Murata, Noboru
    Miyauchi, Eri
    Kawasaki, Masahiro
    NEURAL NETWORKS, 2018, 108 : 68 - 82
  • [4] Dipole source localization of epileptic discharges in EEG and MEG
    Otsubo, H
    Ochi, A
    Sakamoto, R
    Iida, K
    FRONTIERS IN HUMAN BRAIN TOPOGRAPHY, 2004, 1270 : 56 - 60
  • [5] A NEW BEAMFORMING-BASED MEG DIPOLE SOURCE LOCALIZATION METHOD
    Mohseni, Hamid R.
    Sanei, Saeid
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 558 - 561
  • [6] Head Harmonics Based EEG Dipole Source Localization
    Giri, Amita
    Kumar, Lalan
    Gandhi, Tapan
    CONFERENCE RECORD OF THE 2019 FIFTY-THIRD ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, 2019, : 2149 - 2153
  • [7] On the estimation of the number of dipole sources in EEG source localization
    Bai, XX
    He, B
    CLINICAL NEUROPHYSIOLOGY, 2005, 116 (09) : 2037 - 2043
  • [8] Combination of Beamforming and Synchronization Methods for Epileptic Source Localization, using Simulated EEG Signals
    Azadehdel, Mahbubeh
    Parsaei, Mohammad Reza
    Boostani, Reza
    BASIC AND CLINICAL NEUROSCIENCE, 2012, 3 (02) : 32 - 46
  • [9] EEG Dipole Source Localization using Deep Neural Network
    Hui Z.
    Ying L.
    Lingyue W.
    Ning Y.
    Shuo Y.
    International Journal of Circuits, Systems and Signal Processing, 2022, 16 : 132 - 140
  • [10] DIRECT INTERFERENCE SUPPRESSION IN EEG/MEG DIPOLE SOURCE LOCALIZATION
    Wu, Shun Chi
    Swindlehurst, A. Lee
    Yao, Yu Chen
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 574 - 577
12345