Localization of Spatial activity in Sleep EEG

被引:0
|
作者
Chinmayi, R. [1 ]
Lekshmi, Arya [1 ]
Gaddipati, Mohit [1 ]
Gopan, Akhila [1 ]
Narahari, Sreeja [1 ]
Krishnaja, S. [1 ]
Nair, G. Jayachandran [1 ]
机构
[1] Amrita Vishwa Vidyapeetham, Dept Elect & Commun Engn, Amritapuri, India
来源
2018 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND COMPUTING RESEARCH (IEEE ICCIC 2018) | 2018年
关键词
EEG; feature extraction; ICA; electrode;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Sleep Electroencephalogram (EEG) analysis can be used to detect sleep disorders and pathological events during sleep. The main objective of this paper is an analysis of sleep EEG in which episodes of Rapid Eye Movement (REM) and Non-Rapid Eye Movement (non-REM) were present. The data base of sleep was created named, "Amrita Sleep Database" (ASDB) with 100 samples of data from the age group between 20-25 healthy subjects. EEG data was collected using electrode set with 14 bit resolution. ASDB was subjected to preprocessing and feature extraction using the Finite Impulse Response (FIR) notch filter. The filtered data, were used for analyzing the location features. For this, the preprocessed data underwent Independent Component Analysis (ICA).
引用
收藏
页码:254 / 256
页数:3
相关论文
共 50 条
  • [1] Spatial localization of EEG electrodes
    Koessler, L.
    Maillard, L.
    Benhadid, A.
    Vignal, J.-P.
    Braun, M.
    Vespignani, H.
    NEUROPHYSIOLOGIE CLINIQUE-CLINICAL NEUROPHYSIOLOGY, 2007, 37 (02): : 97 - 102
  • [2] EEG Source Localization Based on Multiple fMRI Spatial Patterns
    Lei, Xu
    Yao, Dezhong
    ADVANCES IN COGNITIVE NEURODYNAMICS (II), 2011, : 381 - 385
  • [3] Alterations in Sleep EEG Activity During the Hypopnoea Episodes
    Dean Cvetkovic
    Elif Derya Übeyli
    Gerard Holland
    Irena Cosic
    Journal of Medical Systems, 2010, 34 : 485 - 491
  • [4] Alterations in Sleep EEG Activity During the Hypopnoea Episodes
    Cvetkovic, Dean
    Ubeyli, Elif Derya
    Holland, Gerard
    Cosic, Irena
    JOURNAL OF MEDICAL SYSTEMS, 2010, 34 (04) : 485 - 491
  • [5] Spatial Localization of EEG Electrodes in a TOF plus CCD Camera System
    Chen, Shengyong
    He, Yu
    Qiu, Huili
    Yan, Xi
    Zhao, Meng
    FRONTIERS IN NEUROINFORMATICS, 2019, 13
  • [6] Large-scale EEG/MEG source localization with spatial flexibility
    Haufe, Stefan
    Tomioka, Ryota
    Dickhaus, Thorsten
    Sannelli, Claudia
    Blankertz, Benjamin
    Nolte, Guido
    Mueller, Klaus-Robert
    NEUROIMAGE, 2011, 54 (02) : 851 - 859
  • [7] Three-dimensional localization of abnormal EEG activity in migraine
    Clemens, Bela
    Bank, Jozsef
    Piros, Palma
    Bessenyei, Monika
    Veto, Sara
    Toth, Marton
    Kondakor, Istvan
    BRAIN TOPOGRAPHY, 2008, 21 (01) : 36 - 42
  • [8] A kind of proof technique of activity source localization with EEG signal
    Jiang, GT
    Li, CY
    Zhang, ZL
    IEEE-EMBS ASIA PACIFIC CONFERENCE ON BIOMEDICAL ENGINEERING - PROCEEDINGS, PTS 1 & 2, 2000, : 678 - 679
  • [9] SLEEP AND EEG SLOW-WAVE ACTIVITY IN THE DOMESTIC CAT - EFFECT OF SLEEP-DEPRIVATION
    TOBLER, I
    SCHERSCHLICHT, R
    BEHAVIOURAL BRAIN RESEARCH, 1990, 37 (02) : 109 - 118
  • [10] Spatial Alignment of Scalp EEG Activity during Cognitive Tasks
    Myers, Mark H.
    Joure, Charlotte A.
    Johnston, Carley
    Canales, Aaron
    Padmanabha, Akshay
    Kozma, Robert
    2013 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2013,