標題: A Wireless Steady State Visually Evoked Potential-based BCI Eating Assistive System
作者: Chiu, Ching-Yu
Singh, Avinash K.
Wang, Yu-Kai
King, Jung-Tai
Lin, Chin-Teng
交大名義發表
National Chiao Tung University
關鍵字: Steady state visually evoked potential (SSVEP);BCI;Robotic arm;Eating assistive system
公開日期: 1-一月-2017
摘要: Brain-Computer interface (BCI) which aims at enabling users to perform tasks through their brain waves has been a feasible and worth developing solution for growing demand of healthcare. Current proposed BCI systems are often with lower applicability and do not provide much help for reducing burdens of users because of the time-consuming preparation required by adopted wet sensors and the shortage of provided interactive functions. Here, by integrating a state visually evoked potential (SSVEP)-based BCI system and a robotic eating assistive system, we propose a non-invasive wireless steady state visually evoked potential (SSVEP)-based BCI eating assistive system that enables users with physical disabilities to have meals independently. The analysis compared different methods of classification and indicated the best method. The applicability of the integrated eating assistive system was tested by an Amyotrophic Lateral Sclerosis (ALS) patient, and a questionnaire reply and some suggestion are provided. Fifteen healthy subjects engaged the experiment, and an average accuracy of 91.35%, and information transfer rate (ITR) of 20.69 bit per min are achieved. For online performance evaluation, the ALS patient gave basic affirmation and provided suggestions for further improvement. In summary, we proposed a usable SSVEP-based BCI system enabling users to have meals independently. With additional adjustment of movement design of the robotic arm and classification algorithm, the system may offer users with physical disabilities a new way to take care of themselves.
URI: http://hdl.handle.net/11536/147073
ISSN: 2161-4393
期刊: 2017 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN)
起始頁: 3003
結束頁: 3007
顯示於類別:會議論文