27th International Conference on CADCAM, Robotics and Factories of the Future 2014 | |
Investigating the feasibility of a BCI-driven robot-based writing agent for handicapped individuals | |
工业技术;机械制造 | |
Syan, Chanan S.^1 ; Harnarinesingh, Randy E. S.^1 ; Beharry, Rishi^1 | |
Department of Mechanical and Manufacturing Engineering, University of the West Indies, St. Augustine, Trinidad and Tobago^1 | |
关键词: 3 degrees of freedom; Assistive technology; Brain computer interfaces (BCIs); Classification accuracy; Disabled individuals; Local area networks (LAN); Private information; Wheelchair controllers; | |
Others : https://iopscience.iop.org/article/10.1088/1757-899X/65/1/012020/pdf DOI : 10.1088/1757-899X/65/1/012020 |
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学科分类:工业工程学 | |
来源: IOP | |
【 摘 要 】
Brain-Computer Interfaces (BCIs) predominantly employ output actuators such as virtual keyboards and wheelchair controllers to enable handicapped individuals to interact and communicate with their environment. However, BCI-based assistive technologies are limited in their application. There is minimal research geared towards granting disabled individuals the ability to communicate using written words. This is a drawback because involving a human attendant in writing tasks can entail a breach of personal privacy where the task entails sensitive and private information such as banking matters. BCI-driven robot-based writing however can provide a safeguard for user privacy where it is required. This study investigated the feasibility of a BCI-driven writing agent using the 3 degree-of- freedom Phantom Omnibot. A full alphanumerical English character set was developed and validated using a teach pendant program in MATLAB. The Omnibot was subsequently interfaced to a P300-based BCI. Three subjects utilised the BCI in the online context to communicate words to the writing robot over a Local Area Network (LAN). The average online letter-wise classification accuracy was 91.43%. The writing agent legibly constructed the communicated letters with minor errors in trajectory execution. The developed system therefore provided a feasible platform for BCI-based writing.
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Investigating the feasibility of a BCI-driven robot-based writing agent for handicapped individuals | 1185KB | download |