title: Towards an architecture of a hybrid BCI based on SSVEP-BCI and passive-BCI.
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.
authors.forename: Anibal
authors.initials: A
authors.lastname: Cotrina
authors.forename: Alessandro
authors.initials: A
authors.lastname: Benevides
authors.forename: Andre
authors.initials: A
authors.lastname: Ferreira
authors.forename: Teodiano
authors.initials: T
authors.lastname: Bastos
authors.forename: Javier
authors.initials: J
authors.lastname: Castillo
authors.forename: Maria Luiza
authors.initials: ML
authors.lastname: Menezes
authors.forename: Carlos
authors.initials: C
authors.lastname: Pereira
mesh_terms: D001921:Brain / Q000502:physiology; D062207:Brain-Computer Interfaces; D004566:Electrodes; D004569:Electroencephalography; D005074:Evoked Potentials, Visual / Q000502:physiology*; D006801:Humans; D010775:Photic Stimulation