TY - JOUR
T1 - Asynchronous P300-based brain-computer interface to control a virtual environment
T2 - Initial tests on end users
AU - Aloise, Fabio
AU - Schettini, Francesca
AU - Aricò, Pietro
AU - Salinari, Serenella
AU - Guger, Christoph
AU - Rinsma, Johanna
AU - Aiello, Marco
AU - Mattia, Donatella
AU - Cincotti, Febo
PY - 2011/10
Y1 - 2011/10
N2 - Motor disability and/or ageing can prevent individuals from fully enjoying home facilities, thus worsening their quality of life. Advances in the field of accessible user interfaces for domotic appliances can represent a valuable way to improve the independence of these persons. An asynchronous P300-based Brain-Computer Interface (BCI) system was recently validated with the participation of healthy young volunteers for environmental control. In this study, the asynchronous P300-based BCI for the interaction with a virtual home environment was tested with the participation of potential end-users (clients of a Frisian home care organization) with limited autonomy due to ageing and/or motor disabilities. System testing revealed that the minimum number of stimulation sequences needed to achieve correct classification had a higher intra-subject variability in potential end-users with respect to what was previously observed in young controls. Here we show that the asynchronous modality performed significantly better as compared to the synchronous mode in continuously adapting its speed to the users' state. Furthermore, the asynchronous system modality confirmed its reliability in avoiding misclassifications and false positives, as previously shown in young healthy subjects. The asynchronous modality may contribute to filling the usability gap between BCI systems and traditional input devices, representing an important step towards their use in the activities of daily living.
AB - Motor disability and/or ageing can prevent individuals from fully enjoying home facilities, thus worsening their quality of life. Advances in the field of accessible user interfaces for domotic appliances can represent a valuable way to improve the independence of these persons. An asynchronous P300-based Brain-Computer Interface (BCI) system was recently validated with the participation of healthy young volunteers for environmental control. In this study, the asynchronous P300-based BCI for the interaction with a virtual home environment was tested with the participation of potential end-users (clients of a Frisian home care organization) with limited autonomy due to ageing and/or motor disabilities. System testing revealed that the minimum number of stimulation sequences needed to achieve correct classification had a higher intra-subject variability in potential end-users with respect to what was previously observed in young controls. Here we show that the asynchronous modality performed significantly better as compared to the synchronous mode in continuously adapting its speed to the users' state. Furthermore, the asynchronous system modality confirmed its reliability in avoiding misclassifications and false positives, as previously shown in young healthy subjects. The asynchronous modality may contribute to filling the usability gap between BCI systems and traditional input devices, representing an important step towards their use in the activities of daily living.
KW - Asynchronous control
KW - Brain-Computer Interface (BCI)
KW - Domotic appliances
KW - Electroencephalography
KW - P300
UR - http://www.scopus.com/inward/record.url?scp=83355166996&partnerID=8YFLogxK
M3 - Article
C2 - 22208118
AN - SCOPUS:83355166996
SN - 1550-0594
VL - 42
SP - 219
EP - 224
JO - Clinical EEG and neuroscience
JF - Clinical EEG and neuroscience
IS - 4
ER -