Designing a brain-computer interface platform for attention training

Brain-Computer Interfaces (BCIs) have revolutionized our approach to probing the intricacies of the human brain and addressing a spectrum of neurological challenges. Central to this study is the examination and enhancement of attention mechanisms within the mind. We introduce an innovative attenti...

Full description

Saved in:
Bibliographic Details
Main Author: Zou, Zeren
Other Authors: Guan Cuntai
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2024
Subjects:
BCI
EEG
Online Access:https://hdl.handle.net/10356/175122
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-175122
record_format dspace
spelling sg-ntu-dr.10356-1751222024-04-26T15:40:37Z Designing a brain-computer interface platform for attention training Zou, Zeren Guan Cuntai School of Computer Science and Engineering CTGuan@ntu.edu.sg Computer and Information Science BCI EEG Brain-Computer Interfaces (BCIs) have revolutionized our approach to probing the intricacies of the human brain and addressing a spectrum of neurological challenges. Central to this study is the examination and enhancement of attention mechanisms within the mind. We introduce an innovative attention training program, engineered as an interactive application utilizing the Unity Engine. This program integrates Muse2, a state-of-the-art EEG device, and the Tobii Eye Tracker for user interaction, thereby enabling participants to engage in tasks tailored to refine their attention-shifting abilities. The core objective of the program is to fortify both sustained attention and the proficiency in transitioning attention, achieved through carefully designed activities that require varying degrees of attentional engagement. The effectiveness of this training regimen is evaluated through the ’Category Switch Task’ from Millisecond.com. Empirical evidence from a diverse participant pool signals a marked improvement in their ability to switch attention, substantiating the program’s utility in cognitive training. This report encapsulates the methodologies, theoretical frameworks, and empirical analysis underlying the program’s development. It also assesses the salient outcomes derived from its application and discusses the practical benefits and limitations encountered. Through this investigation, the report validates the significance of the attention training program, suggesting a promising direction for cognitive enhancement and rehabilitation using BCIs. Bachelor's degree 2024-04-22T01:36:14Z 2024-04-22T01:36:14Z 2024 Final Year Project (FYP) Zou, Z. (2024). Designing a brain-computer interface platform for attention training. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/175122 https://hdl.handle.net/10356/175122 en SCSE23-0161 application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Computer and Information Science
BCI
EEG
spellingShingle Computer and Information Science
BCI
EEG
Zou, Zeren
Designing a brain-computer interface platform for attention training
description Brain-Computer Interfaces (BCIs) have revolutionized our approach to probing the intricacies of the human brain and addressing a spectrum of neurological challenges. Central to this study is the examination and enhancement of attention mechanisms within the mind. We introduce an innovative attention training program, engineered as an interactive application utilizing the Unity Engine. This program integrates Muse2, a state-of-the-art EEG device, and the Tobii Eye Tracker for user interaction, thereby enabling participants to engage in tasks tailored to refine their attention-shifting abilities. The core objective of the program is to fortify both sustained attention and the proficiency in transitioning attention, achieved through carefully designed activities that require varying degrees of attentional engagement. The effectiveness of this training regimen is evaluated through the ’Category Switch Task’ from Millisecond.com. Empirical evidence from a diverse participant pool signals a marked improvement in their ability to switch attention, substantiating the program’s utility in cognitive training. This report encapsulates the methodologies, theoretical frameworks, and empirical analysis underlying the program’s development. It also assesses the salient outcomes derived from its application and discusses the practical benefits and limitations encountered. Through this investigation, the report validates the significance of the attention training program, suggesting a promising direction for cognitive enhancement and rehabilitation using BCIs.
author2 Guan Cuntai
author_facet Guan Cuntai
Zou, Zeren
format Final Year Project
author Zou, Zeren
author_sort Zou, Zeren
title Designing a brain-computer interface platform for attention training
title_short Designing a brain-computer interface platform for attention training
title_full Designing a brain-computer interface platform for attention training
title_fullStr Designing a brain-computer interface platform for attention training
title_full_unstemmed Designing a brain-computer interface platform for attention training
title_sort designing a brain-computer interface platform for attention training
publisher Nanyang Technological University
publishDate 2024
url https://hdl.handle.net/10356/175122
_version_ 1806059876640620544