Effect of 3D paradigm synchronous motion for SSVEP-based hybrid BCI-VR system

Med Biol Eng Comput. 2023 Sep;61(9):2481-2495. doi: 10.1007/s11517-023-02845-8. Epub 2023 May 16.

Abstract

A brain-computer interface (BCI) system and virtual reality (VR) are integrated as a more interactive hybrid system (BCI-VR) that allows the user to manipulate the car. A virtual scene in the VR system that is the same as the physical environment is built, and the object's movement can be observed in the VR scene. The four-class three-dimensional (3D) paradigm is designed and moves synchronously in virtual reality. The dynamic paradigm may affect their attention according to the experimenters' feedback. Fifteen subjects in our experiment steered the car according to a specified motion trajectory. According to our online experimental result, different motion trajectories of the paradigm have various effects on the system's performance, and training can mitigate this adverse effect. Moreover, the hybrid system using frequencies between 5 and 10 Hz indicates better performance than those using lower or higher stimulation frequencies. The experiment results show a maximum average accuracy of 0.956 and a maximum information transfer rate (ITR) of 41.033 bits/min. It suggests that a hybrid system provides a high-performance way of brain-computer interaction. This research could encourage more interesting applications involving BCI and VR technologies.

Keywords: Brain computer interface; Electroencephalogram; Steady state visually evoked potential; Stimulation frequency; Virtual reality.

MeSH terms

  • Brain-Computer Interfaces*
  • Electroencephalography / methods
  • Evoked Potentials, Visual
  • Humans
  • Photic Stimulation / methods
  • Virtual Reality*