Effect of Fatigue on Ssvep during Virtual Wheelchair Navigation

نویسندگان

  • HACHEM A. LAMTI
  • MOHAMED MONCEF
  • BEN KHELIFA
  • ADEL M. ALIMI
  • PHILIPPE GORCE
چکیده

The goal of this study is to investigate the influence of fatigue on Steady State Visual Evoked Potential (SSVEP) during virtual wheelchair navigation. For this purpose, an experimental environment was set based on modifiable parameters (luminosity, number of obstacles and obstacles velocities). A correlation study between SSVEP and fatigue ratings was conducted by the mean of spectral analysis. Finally, the best correlated parameters are presented for a classification using three algorithms which are MLP (Multi Layer Perceptron), LDA (Linear Discriminate Analysis) and SVM (Support Vector Machine). Those findings can help us in order to design suitable gaze/brain based wheelchair navigation.

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تاریخ انتشار 2014