An online three class Transcranial Doppler ultrasound brain computer interface
Brain computer interfaces (BCI) can provide communication opportunities for individuals with severe motor disabilities. Transcranial Doppler ultrasound (TCD) measures cerebral blood flow velocities and can be used to develop a BCI. A previously implemented TCD BCI system used verbal and spatial tasks as control signals; however, the spatial task involved a visual cue that awkwardly diverted the user's attention away from the communication interface. Therefore, vision independent right lateralized tasks were investigated. Using a bilateral TCD BCI, ten participants controlled online, an on screen keyboard using a left lateralized task (verbal fluency) a right lateralized task (fist motor imagery or 3D shape tracing) and unconstrained rest. 3D shape tracing was generally more discernible from other tasks than was fist motor imagery. Verbal fluency, 3D shape tracing and unconstrained rest were distinguished from each other using a linear discriminant classifier, achieving a mean agreement of k=0.43+ 0.17. These rates are comparable to the best offline three class TCD BCI accuracies reported thus far. The online communication system achieved a mean information transfer rate (ITR) of 1.08+ 0.69bits/min with values reaching up to 2.46bits/min, thereby exceeding the ITR of previous online TCD BCIs. These findings demonstrate the potential of a three class online TCD BCI that does not require visual task cues.
Neuroscience Research