• DocumentCode
    139444
  • Title

    Towards an architecture of a hybrid BCI based on SSVEP-BCI and passive-BCI

  • Author

    Cotrina, Anibal ; Benevides, Alessandro ; Ferreira, Andre ; Bastos, Teodiano ; Castillo, Javier ; Menezes, Maria Luiza ; Pereira, Clever

  • Author_Institution
    Electr. Eng. Grad. Sch., Fed. Univ. of Espirito Santo, Vitoria, Brazil
  • fYear
    2014
  • fDate
    26-30 Aug. 2014
  • Firstpage
    1342
  • Lastpage
    1345
  • Abstract
    Recent decades have seen BCI applications as a novel and promising new channel of communication, control and entertainment for disabled and healthy people. However, BCI technology can be prone to errors due to the basic emotional state of the user: the performance of reactive and active BCIs decrease when user becomes stressed or bored, for example. Passive-BCI is a recent approach that fuses BCI technology with cognitive monitoring, providing valuable information about the user´s intentions, the situational interpretations and mainly the emotional state. In this work, an architecture composed by passive-BCI co-working with SSVEP-BCI is proposed, with the aim of improving the performance of the reactive-BCI. The possibility of adjusting recognition characteristics of SSVEP-BCIs using a passive-BCI output is evaluated. In this sense, two ways to recover the accuracy of SSVEP are presented in this paper: 1) Adjusting of Amplitude of the SSVEP and 2) Adjusting of Frequency of the SSVEP response. The results are promising, because accuracy of SSVEP-BCI can be recovered in the case that it was reduced by the BCI user´s emotional state.
  • Keywords
    brain-computer interfaces; cognition; electroencephalography; emotion recognition; handicapped aids; medical signal processing; visual evoked potentials; BCI applications; BCI technology; BCI user emotional state; SSVEP amplitude adjustment; SSVEP response frequency adjustment; SSVEP-BCI; basic emotional state; cognitive monitoring; communication channel; control; disabled people; entertainment; healthy people; hybrid BCI; passive-BCI output; reactive-BCI; recognition characteristics; situational interpretations; user intentions; Accuracy; Brain-computer interfaces; Computer architecture; Educational institutions; Electrodes; Electroencephalography; Frequency-domain analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
  • Conference_Location
    Chicago, IL
  • ISSN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2014.6943847
  • Filename
    6943847