An alternative subspace approach to EEG 3-D dipole source localization

被引:0
|
作者
Xu, B [1 ]
Xu, XL [1 ]
He, B [1 ]
机构
[1] Illinois Math & Sci Acad, Aurora, IL 60506 USA
来源
PROCEEDINGS OF THE 25TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-4: A NEW BEGINNING FOR HUMAN HEALTH | 2003年 / 25卷
关键词
EEG; source localization; MUSIC; FINES;
D O I
10.1109/IEMBS.2003.1280160
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
In the present study, we investigate a new approach to EEG 3-D dipole source localization by adapting a non-recursive subspace algorithm called FINES. In estimating dipole locations, the present approach employs projections onto a particular vector set in the estimated noise-only subspace instead of the entire estimated noise-only subspace that MUSIC is based on. The subspace spanned by this vector set is, in the sense of principal angle, closest to the subspace spanned by the array manifold associated with a particular location region. By incorporating knowledge of the array manifold in identifying different vector sets in the estimated noise-only subspace for different location regions, this approach is able to enhance dipole source resolvability and reduce estimation errors. The present computer simulations show in EEG 3-D dipole source localization that FINES has 1) better resolvability of two closely-spaced sources, and 2) better estimation accuracy of source locations, compared to classic MUSIC.
引用
收藏
页码:2132 / 2135
页数:4
相关论文
共 50 条
  • [11] An inverse dipole source problem in inhomogeneous media: Application to the EEG source localization in neonates
    Darbas, Marion
    Diallo, Mohamadou Malal
    El Badia, Abdellatif
    Lohrengel, Stephanie
    JOURNAL OF INVERSE AND ILL-POSED PROBLEMS, 2019, 27 (02): : 255 - 281
  • [12] Nonholonomic Source Localization in 3-D Environments Without Position Measurement
    Ghadiri-Modarres, M. A.
    Mojiri, M.
    Zangeneh, H. R. Z.
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2016, 61 (11) : 3563 - 3567
  • [13] Effect of Noise and Number of Sensors on EEG Source Localization in Dipole Fitting Method
    Yazici, Mustafa
    Ulutas, Mustafa
    2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2017,
  • [14] EEG dipole source localization of interictal spikes in non-lesional TLE with and without hippocampal sclerosis
    Oliva, Megan
    Meckes-Ferber, Stefanie
    Roten, Annie
    Desmond, Patricia
    Hicks, Rodney J.
    O'Brien, Terence J.
    EPILEPSY RESEARCH, 2010, 92 (2-3) : 183 - 190
  • [15] Combining the extremities on the basis of separation: a new approach to EEG/ERP source localization
    Shishkin, SL
    Kaplan, AY
    Bakardjian, H
    Cichocki, A
    UNVEILING THE MYSTERY OF THE BRAIN: NEUROPHYSIOLOGICAL INVESTIGATION OF THE BRAIN FUNCTION, 2005, 1278 : 119 - 122
  • [16] SIGNAL SUBSPACE APPROACH IN LOCALIZATION OF SOUND SOURCE IN SHALLOW-WATER
    NAIDU, PS
    MOHAN, PGK
    SIGNAL PROCESSING, 1991, 24 (01) : 31 - 42
  • [17] Single dipole source localization from conventional EEG using BP neural networks
    Zhang, QY
    Yuasa, M
    Nagashino, H
    Kinouchi, Y
    PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 20, PTS 1-6: BIOMEDICAL ENGINEERING TOWARDS THE YEAR 2000 AND BEYOND, 1998, 20 : 2163 - 2166
  • [18] Inverse source localization for EEG using system identification approach
    Xanthopoulos, Petros
    Yatsenko, Vitaliy
    Kammerdiner, Alla
    Pardalos, Panos M.
    DATA MINING, SYSTEMS ANALYSIS, AND OPTIMIZATION IN BIOMEDICINE, 2007, 953 : 254 - +
  • [19] Dipole source localization by mottled sculpin .1. Approach strategies
    Coombs, S
    Conley, RA
    JOURNAL OF COMPARATIVE PHYSIOLOGY A-SENSORY NEURAL AND BEHAVIORAL PHYSIOLOGY, 1997, 180 (04) : 387 - 399
  • [20] 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