• DocumentCode
    2977940
  • Title

    Optimisation of a BCI system using the GA tehnique

  • Author

    Dobrea, Dan-Marius ; Dobrea, Monica-Claudia

  • Author_Institution
    Fac. of Electron., Telecommun. & Inf. Technol., Tech. Univ. Gheorghe Asachi, Iasi, Romania
  • fYear
    2009
  • fDate
    24-27 Nov. 2009
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    This paper, that continues a previous research, has as primer goal the improvement of a brain computer interface (BCI) system that uses a new features extracting method named Adaptive Nonlinear Amplitude and Phase Process (ANAPP). The ANAPP method models the EEG signals as a combination of five a priori ¿spontaneous cortical oscillations¿ whose amplitudes and phases are established using an adaptive algorithm. While in a series of previous researches the amplitude features of the model were extensively used, in this research the opportunity of using supplementary the phase information within the BCI system is analyzed. In addition, in this paper, the number and the type of the input features that feed the classification system are optimized using a GA algorithm. The final goals are to obtain both a faster BCI system and better classification results.
  • Keywords
    brain-computer interfaces; electroencephalography; feature extraction; genetic algorithms; BCI system optimisation; EEG signals; GA technique; adaptive algorithm; adaptive nonlinear amplitude and phase process; brain computer interface; features extracting method; spontaneous cortical oscillations; Adaptive algorithm; Artificial neural networks; Brain computer interfaces; Brain modeling; Data mining; Electroencephalography; Feature extraction; Genetic algorithms; Information technology; Optimization methods; Adaptive Nonlinear Amplitude and Phase Process; brain computer interface; genetic algorithm; mental task; neural network; optimisation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Applied Sciences in Biomedical and Communication Technologies, 2009. ISABEL 2009. 2nd International Symposium on
  • Conference_Location
    Bratislava
  • Print_ISBN
    978-1-4244-4640-7
  • Electronic_ISBN
    978-1-4244-4641-4
  • Type

    conf

  • DOI
    10.1109/ISABEL.2009.5373673
  • Filename
    5373673