An improved P300 pattern in BCI to catch user's attention. (14th March 2017)
- Record Type:
- Journal Article
- Title:
- An improved P300 pattern in BCI to catch user's attention. (14th March 2017)
- Main Title:
- An improved P300 pattern in BCI to catch user's attention
- Authors:
- Jin, Jing
Zhang, Hanhan
Daly, Ian
Wang, Xingyu
Cichocki, Andrzej - Abstract:
- Abstract: Objective . Brain-computer interfaces (BCIs) can help patients who have lost control over most muscles but are still conscious and able to communicate or interact with the environment. One of the most popular types of BCI is the P300-based BCI. With this BCI, users are asked to count the number of appearances of target stimuli in an experiment. To date, the majority of visual P300-based BCI systems developed have used the same character or picture as the target for every stimulus presentation, which can bore users. Consequently, users attention may decrease or be negatively affected by adjacent stimuli. Approach . In this study, a new stimulus is presented to increase user concentration. Honeycomb-shaped figures with 1–3 red dots were used as stimuli. The number and the positions of the red dots in the honeycomb-shaped figure were randomly changed during BCI control. The user was asked to count the number of the dots presented in each flash instead of the number of times they flashed. To assess the performance of this new stimulus, another honeycomb-shaped stimulus, without red dots, was used as a control condition. Main results . The results showed that the honeycomb-shaped stimuli with red dots obtained significantly higher classification accuracies and information transfer rates ( p < 0.05) compared to the honeycomb-shaped stimulus without red dots. Significance . The results indicate that this proposed method can be a promising approach to improve theAbstract: Objective . Brain-computer interfaces (BCIs) can help patients who have lost control over most muscles but are still conscious and able to communicate or interact with the environment. One of the most popular types of BCI is the P300-based BCI. With this BCI, users are asked to count the number of appearances of target stimuli in an experiment. To date, the majority of visual P300-based BCI systems developed have used the same character or picture as the target for every stimulus presentation, which can bore users. Consequently, users attention may decrease or be negatively affected by adjacent stimuli. Approach . In this study, a new stimulus is presented to increase user concentration. Honeycomb-shaped figures with 1–3 red dots were used as stimuli. The number and the positions of the red dots in the honeycomb-shaped figure were randomly changed during BCI control. The user was asked to count the number of the dots presented in each flash instead of the number of times they flashed. To assess the performance of this new stimulus, another honeycomb-shaped stimulus, without red dots, was used as a control condition. Main results . The results showed that the honeycomb-shaped stimuli with red dots obtained significantly higher classification accuracies and information transfer rates ( p < 0.05) compared to the honeycomb-shaped stimulus without red dots. Significance . The results indicate that this proposed method can be a promising approach to improve the performance of the BCI system and can be an efficient method in daily application. … (more)
- Is Part Of:
- Journal of neural engineering. Volume 14:Number 3(2017:Jun.)
- Journal:
- Journal of neural engineering
- Issue:
- Volume 14:Number 3(2017:Jun.)
- Issue Display:
- Volume 14, Issue 3 (2017)
- Year:
- 2017
- Volume:
- 14
- Issue:
- 3
- Issue Sort Value:
- 2017-0014-0003-0000
- Page Start:
- Page End:
- Publication Date:
- 2017-03-14
- Subjects:
- brain computer interface -- P300 -- honeycomb shaped stimulus
Neurosciences -- Periodicals
Biomedical engineering -- Periodicals
612.8 - Journal URLs:
- http://iopscience.iop.org/1741-2552/ ↗
http://ioppublishing.org/ ↗ - DOI:
- 10.1088/1741-2552/aa6213 ↗
- Languages:
- English
- ISSNs:
- 1741-2560
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 11276.xml