Cargando…

Exploration of Brain-Computer Interaction for Supporting Children’s Attention Training: A Multimodal Design Based on Attention Network and Gamification Design

Recent developments in brain–computer interface (BCI) technology have shown great potential in terms of estimating users’ mental state and supporting children’s attention training. However, existing training tasks are relatively simple and lack a reliable task-generation process. Moreover, the train...

Descripción completa

Detalles Bibliográficos
Autores principales: Chang, Danni, Xiang, Yan, Zhao, Jing, Qian, Yuning, Li, Fan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9690270/
https://www.ncbi.nlm.nih.gov/pubmed/36429765
http://dx.doi.org/10.3390/ijerph192215046
_version_ 1784836744679522304
author Chang, Danni
Xiang, Yan
Zhao, Jing
Qian, Yuning
Li, Fan
author_facet Chang, Danni
Xiang, Yan
Zhao, Jing
Qian, Yuning
Li, Fan
author_sort Chang, Danni
collection PubMed
description Recent developments in brain–computer interface (BCI) technology have shown great potential in terms of estimating users’ mental state and supporting children’s attention training. However, existing training tasks are relatively simple and lack a reliable task-generation process. Moreover, the training experience has not been deeply studied, and the empirical validation of the training effect is still insufficient. This study thusly proposed a BCI training system for children’s attention improvement. In particular, to achieve a systematic training process, the attention network was referred to generate the training games for alerting, orienting and executive attentions, and to improve the training experience and adherence, the gamification design theory was introduced to derive attractive training tasks. A preliminary experiment was conducted to set and modify the training parameters. Subsequently, a series of contrasting user experiments were organized to examine the impact of BCI training. To test the training effect of the proposed system, a hypothesis-testing approach was adopted. The results revealed that the proposed BCI gamification attention training system can significantly improve the participants’ attention behaviors and concentration ability. Moreover, an immersive, inspiring and smooth training process can be created, and a pleasant user experience can be achieved. Generally, this work is promising in terms of providing a valuable reference for related practices, especially for how to generate BCI attention training tasks using attention networks and how to improve training adherence by integrating multimodal gamification elements.
format Online
Article
Text
id pubmed-9690270
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-96902702022-11-25 Exploration of Brain-Computer Interaction for Supporting Children’s Attention Training: A Multimodal Design Based on Attention Network and Gamification Design Chang, Danni Xiang, Yan Zhao, Jing Qian, Yuning Li, Fan Int J Environ Res Public Health Article Recent developments in brain–computer interface (BCI) technology have shown great potential in terms of estimating users’ mental state and supporting children’s attention training. However, existing training tasks are relatively simple and lack a reliable task-generation process. Moreover, the training experience has not been deeply studied, and the empirical validation of the training effect is still insufficient. This study thusly proposed a BCI training system for children’s attention improvement. In particular, to achieve a systematic training process, the attention network was referred to generate the training games for alerting, orienting and executive attentions, and to improve the training experience and adherence, the gamification design theory was introduced to derive attractive training tasks. A preliminary experiment was conducted to set and modify the training parameters. Subsequently, a series of contrasting user experiments were organized to examine the impact of BCI training. To test the training effect of the proposed system, a hypothesis-testing approach was adopted. The results revealed that the proposed BCI gamification attention training system can significantly improve the participants’ attention behaviors and concentration ability. Moreover, an immersive, inspiring and smooth training process can be created, and a pleasant user experience can be achieved. Generally, this work is promising in terms of providing a valuable reference for related practices, especially for how to generate BCI attention training tasks using attention networks and how to improve training adherence by integrating multimodal gamification elements. MDPI 2022-11-15 /pmc/articles/PMC9690270/ /pubmed/36429765 http://dx.doi.org/10.3390/ijerph192215046 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Chang, Danni
Xiang, Yan
Zhao, Jing
Qian, Yuning
Li, Fan
Exploration of Brain-Computer Interaction for Supporting Children’s Attention Training: A Multimodal Design Based on Attention Network and Gamification Design
title Exploration of Brain-Computer Interaction for Supporting Children’s Attention Training: A Multimodal Design Based on Attention Network and Gamification Design
title_full Exploration of Brain-Computer Interaction for Supporting Children’s Attention Training: A Multimodal Design Based on Attention Network and Gamification Design
title_fullStr Exploration of Brain-Computer Interaction for Supporting Children’s Attention Training: A Multimodal Design Based on Attention Network and Gamification Design
title_full_unstemmed Exploration of Brain-Computer Interaction for Supporting Children’s Attention Training: A Multimodal Design Based on Attention Network and Gamification Design
title_short Exploration of Brain-Computer Interaction for Supporting Children’s Attention Training: A Multimodal Design Based on Attention Network and Gamification Design
title_sort exploration of brain-computer interaction for supporting children’s attention training: a multimodal design based on attention network and gamification design
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9690270/
https://www.ncbi.nlm.nih.gov/pubmed/36429765
http://dx.doi.org/10.3390/ijerph192215046
work_keys_str_mv AT changdanni explorationofbraincomputerinteractionforsupportingchildrensattentiontrainingamultimodaldesignbasedonattentionnetworkandgamificationdesign
AT xiangyan explorationofbraincomputerinteractionforsupportingchildrensattentiontrainingamultimodaldesignbasedonattentionnetworkandgamificationdesign
AT zhaojing explorationofbraincomputerinteractionforsupportingchildrensattentiontrainingamultimodaldesignbasedonattentionnetworkandgamificationdesign
AT qianyuning explorationofbraincomputerinteractionforsupportingchildrensattentiontrainingamultimodaldesignbasedonattentionnetworkandgamificationdesign
AT lifan explorationofbraincomputerinteractionforsupportingchildrensattentiontrainingamultimodaldesignbasedonattentionnetworkandgamificationdesign