%Aigaion2 BibTeX export from Idiap Publications %Saturday 23 November 2024 10:40:42 AM @INCOLLECTION{millan:2006:yearbook, author = {Mill{\'{a}}n, Jos{\'{e}} del R. and Renkens, F. and Mouri{\~{n}}o, J. and Gerstner, W.}, projects = {Idiap}, title = {Non-Invasive Brain-Actuated Control of a Mobile Robot by Human {EEG}}, booktitle = {2006 IMIA Yearbook of Medical Informatics}, year = {2006}, publisher = {Schattauer Verlag}, abstract = {Brain activity recorded non-invasively is sufficient to control a mobile robot if advanced robotics is used in combination with asynchronous EEG analysis and machine learning techniques. Until now brain-actuated control has mainly relied on implanted electrodes, since EEG-based systems have been considered too slow for controlling rapid and complex sequences of movements. We show that two human subjects successfully moved a robot between several rooms by mental control only, using an EEG-based brain-machine interface that recognized three mental states. Mental control was comparable to manual control on the same task with a performance ratio of 0.74.}, ipdmembership={learning}, }