Detecting mental EEG properties using detrended fluctuation analysis

被引：0
|
作者：
Jiang, Zhaohui [1 ]
Ning, Yan [1 ]
An, Bin [1 ]
Li, Ao [1 ]
Feng, Huanqing [1 ]
机构：
[1] Univ Sci & Technol China, Dept Elect Sci & Tech, Hefei 230026, Peoples R China
来源：
2005 27TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7 | 2005年
关键词：
mental task; electroencephalogram (EEG); detrended fluctuation analysis (DFA);
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：
Based on Detrended Fluctuation Analysis (DFA), we explore the characteristics of multichannel Electroencephalogram (EEG), which is recorded from many subjects performing different mental tasks. The results show that mental EEG exhibits long-range power-law correlations by calculating its scaling exponents (a), which can reflect the kinds of mental tasks. The scaling exponent of Letter-composing is different from that of Multiplication especially at positions C3 and C4, and at positions O1 and O2 the scaling exponent of Rotation is also different distinctively from that of Multiplication. Detrended fluctuation analysis exhibits its robustness against noises in our works. We could benefit more from the results of this paper in designing mental tasks and selecting brain areas in brain-computer interface systems.
引用
收藏
页码：2017 / 2020
页数：4
相关论文
共 50 条
  • [1] Detrended fluctuation analysis of EEG signals
    Marton, L. F.
    Brassai, S. T.
    Bako, L.
    Losonczi, L.
    [J]. 7TH INTERNATIONAL CONFERENCE INTERDISCIPLINARITY IN ENGINEERING (INTER-ENG 2013), 2014, 12 : 125 - 132
  • [2] Detecting switching points using asymmetric detrended fluctuation analysis
    Rivera-Castro, Miguel A.
    Miranda, Jose G. V.
    Cajueiro, Daniel O.
    Andrade, Roberto F. S.
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2012, 391 (1-2) : 170 - 179
  • [3] Detrended Fluctuation Analysis of EEG in Detecting Cross-modal Plasticity in Brain for Blind
    Kalaivani, M.
    Ravindran, G.
    [J]. 2009 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-20, 2009, : 3441 - 3444
  • [4] Detecting the Origin of Multifractality of EEG Signals with Sleep Apnea Syndrome using Multifractal Detrended Fluctuation Analysis Method
    Chakraborty, Monisha
    Das, Tithi
    Ghosh, Dipak
    [J]. 2016 2ND INTERNATIONAL CONFERENCE ON CONTROL, INSTRUMENTATION, ENERGY & COMMUNICATION (CIEC), 2016, : 135 - 139
  • [5] Nonlinear-analysis of human sleep EEG using detrended fluctuation analysis
    Lee, JM
    Kim, DJ
    Kim, IY
    Park, KS
    Kim, SI
    [J]. MEDICAL ENGINEERING & PHYSICS, 2004, 26 (09) : 773 - 776
  • [6] Effects of Modafinil on EEG of healthy adults: Using detrended fluctuation analysis
    Shin, H.
    Kim, E.
    [J]. SLEEP, 2008, 31 : A37 - A37
  • [7] Automated Sleep Staging Using Detrended Fluctuation Analysis of Sleep EEG
    Farag, Amr F.
    El-Metwally, Shereen M.
    Morsy, Ahmed Ahdel Aal
    [J]. SOFT COMPUTING APPLICATIONS, 2013, 195 : 501 - 510
  • [8] Investigating EEG Signals of Autistic Individuals Using Detrended Fluctuation Analysis
    Radhakrishnan, Menaka
    Ramamurthy, Karthik
    Kothandaraman, Avantika
    Madaan, Gauri
    Machavaram, Harini
    [J]. TRAITEMENT DU SIGNAL, 2021, 38 (05) : 1515 - 1520
  • [9] Detrended fluctuation analysis of EEG as a measure of depth of anesthesia
    Jospin, Mathieu
    Caminal, Pere
    Jensen, Erik W.
    Litvan, Hector
    Vallverdu, Montserrat
    Strays, Michel M. R. F.
    Vereecke, Hugo E. M.
    Kaplan, Daniel T.
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2007, 54 (05) : 840 - 846
  • [10] Monitoring Depth of Anesthesia Using Detrended Fluctuation Analysis Based on EEG Signals
    Li, Xiaoou
    Wang, Feng
    Wu, Guilong
    [J]. JOURNAL OF MEDICAL AND BIOLOGICAL ENGINEERING, 2017, 37 (02) : 171 - 180
12345