Design and Implement the Continuous Flickering SSVEP-BCI in Augmented Reality. (September 2020)
- Record Type:
- Journal Article
- Title:
- Design and Implement the Continuous Flickering SSVEP-BCI in Augmented Reality. (September 2020)
- Main Title:
- Design and Implement the Continuous Flickering SSVEP-BCI in Augmented Reality
- Authors:
- Wang, Ruiyan
Ke, Yufeng
Liu, Shuang
Du, Jiale
Xu, Cheng
Xing, Bohao
Ming, Dong - Abstract:
- Abstract: Brain-computer interface (BCI) provides a new way to express our minds without peripheral nerves and muscles. In this work, a process control recognition method based on continuous flickering is proposed to output continuous commands. Phase matching method was applied in this work, matching the test data with the template with the same phase to improve the accuracy. We also put forward a high tolerance criterion and give a new definition to the recognition result of attention shift period. We first conducted a screen-based continuous flickering feasibility verification experiment using correlation component analysis algorithm (TRCA) method, and the recognition accuracy reached 85% and 90% under high tolerance criterion. The average offline simulation information translates rate (ITR) was 455.8 bit/min, and the highest ITR reached 524.7bit/min, which certificated the feasibility. Furthermore, we carried out a drone control experiment based on augmented reality (AR)-BCI using extended filter bank canonical correlation analysis (extended-FBCCA), and achieved an average accuracy of 90% and ITR of 49.1 bit/min, having better performance than repetitive visual stimulus (RVS) with intervals.
- Is Part Of:
- Journal of physics. Volume 1631(2020)
- Journal:
- Journal of physics
- Issue:
- Volume 1631(2020)
- Issue Display:
- Volume 1631, Issue 1 (2020)
- Year:
- 2020
- Volume:
- 1631
- Issue:
- 1
- Issue Sort Value:
- 2020-1631-0001-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-09
- Subjects:
- Physics -- Congresses
530.5 - Journal URLs:
- http://www.iop.org/EJ/journal/1742-6596 ↗
http://ioppublishing.org/ ↗ - DOI:
- 10.1088/1742-6596/1631/1/012172 ↗
- Languages:
- English
- ISSNs:
- 1742-6588
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5036.223000
British Library DSC - BLDSS-3PM
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- 25443.xml