Title :
Asynchronous brain-computer interfacing based on intended movement direction
Author :
Shimpo, Keita ; Tanaka, T.
Author_Institution :
Dept. of Electr. & Electron. Eng., Tokyo Univ. of Agric. & Technol., Tokyo, Japan
Abstract :
A brain-computer interface (BCI) is a technique for controlling devices with the measured human brain activities. Especially, an asynchronous BCI is one of the most important topics since practical input interfaces are incomplete without self-paced inputs. In order to construct an asynchronous BCI, it is essential to recognize the standby state, where a user enters no commands. In this paper, we propose a novel method for detecting the standby state and develop an asynchronous BCI based on event-related potentials with the intended movement direction.We conducted online experiments with developed asynchronous BCI. As a result, all three subjects showed considerable recognition accuracies.
Keywords :
bioelectric potentials; brain-computer interfaces; electrocardiography; medical control systems; asynchronous BCI; brain-computer interfacing; device control; human brain activities; intended movement direction; recognition accuracy; standby state; Accuracy; Electroencephalography; Feature extraction; Support vector machines; Training; Vectors; Visualization;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610484