Exploring the Effects of EEG-Based Alpha Neurofeedback on Working Memory Capacity in Healthy Participants

Author:

Nawaz Rab12,Wood Guilherme34,Nisar Humaira15ORCID,Yap Vooi Voon16

Affiliation:

1. Department of Electronic Engineering, Faculty of Engineering and Green Technology, Universiti Tunku Abdul Rahman, Kampar 31900, Malaysia

2. Biomedical Engineering Research Division, University of Glasgow, Glasgow G12 8QQ, UK

3. Department of Psychology, University of Graz, Universitaetsplatz 2/III, 8010 Graz, Austria

4. BioTechMed-Graz, 8010 Graz, Austria

5. Centre for Healthcare Science and Technology, Universiti Tunku Abdul Rahman, Sungai Long 31900, Malaysia

6. Department of Computer Science, Aberystwyth University, Penglais SY23 3FL, UK

Abstract

Neurofeedback, an operant conditioning neuromodulation technique, uses information from brain activities in real-time via brain–computer interface (BCI) technology. This technique has been utilized to enhance the cognitive abilities, including working memory performance, of human beings. The aims of this study are to investigate how alpha neurofeedback can improve working memory performance in healthy participants and to explore the underlying neural mechanisms in a working memory task before and after neurofeedback. Thirty-six participants divided into the NFT group and the control group participated in this study. This study was not blinded, and both the participants and the researcher were aware of their group assignments. Increasing power in the alpha EEG band was used as a neurofeedback in the eyes-open condition only in the NFT group. The data were collected before and after neurofeedback while they were performing the N-back memory task (N = 1 and N = 2). Both groups showed improvement in their working memory performance. There was an enhancement in the power of their frontal alpha and beta activities with increased working memory load (i.e., 2-back). The experimental group showed improvements in their functional connections between different brain regions at the theta level. This effect was absent in the control group. Furthermore, brain hemispheric lateralization was found during the N-back task, and there were more intra-hemisphere connections than inter-hemisphere connections of the brain. These results suggest that healthy participants can benefit from neurofeedback and from having their brain networks changed after the training.

Funder

Universiti Tunku Abdul Rahman

Excellent Research Centre Award Fund, Centre for Healthcare Science and Technology, UTAR, Malaysia

Austrian Agency for International Cooperation in Education and Research

Institute of Psychology, University of Graz, Austria

Publisher

MDPI AG

Subject

Bioengineering

Reference76 articles.

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