在开发儿童 P300 脑机接口时考虑偏好、速度和多符号动画。

IF 1.9 4区 医学 Q2 REHABILITATION
Kevin M Pitt, Austin Spoor, Joshua Zosky
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引用次数: 0

摘要

目的:先前的研究已经开始确定动画在脑机接口辅助和替代性交流(BCI-AAC)中的功效。然而,动画在儿童 P300-BCI-AAC 中的应用还处于早期阶段,而且主要局限于持续时间较长的单项突出显示。为了追求实际应用,本研究旨在评估儿童事件相关电位(ERP)特征和用户在涉及动画 P300-BCI-AAC 系统的任务中的体验:该系统利用多项目缩放动画来访问 28 个图形符号。参与者分别完成了快速(100 毫秒)和慢速(200 毫秒)缩放动画突出显示条件,其中四个图形符号同时突出显示:结果:提议的显示似乎是可行的,能激发所有目标 ERP。然而,与单项动画突出显示相比,ERP 振幅可能会降低,这可能是由于注意力分散造成的。100 毫秒条件下的脑力劳动评分明显更高,但额叶 P200/P300 ERP 的差异没有达到显著性。虽然年龄可能会影响偏好,但大多数参与者都表示偏好 100 毫秒条件:总之,研究结果表明,利用图形符号分组缩放动画突出显示的 28 个项目界面具有初步可行性。还需要进一步研究,评估在线(实时)使用基于动画的 P300-BCI-AAC 的 ERP 特征和结果,以帮助有严重言语和肢体障碍的儿童进行多次训练。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Considering preferences, speed and the animation of multiple symbols in developing P300 brain-computer interface for children.

Purpose: Prior research has begun establishing the efficacy of animation in brain-computer interfaces access to augmentative and alternative communication (BCI-AAC). However, the use of animation in P300-BCI-AAC for children is in the early stages and largely limited to single item highlighting of extended durations. In pursuit of practical application, the present study aims to evaluate children's event-related potential (ERP) characteristics and user experience during a task involving an animated P300-BCI-AAC system.

Materials and methods: The system utilizes multi-item zoom animations to access a 28-pictorial symbols. Participants completed a fast (100 ms) and slow (200 ms) zoom animation highlighting conditions wherein four pictorial symbols were highlighted concurrently.

Results: The proposed display appears feasible, eliciting all targeted ERPs. However, ERP amplitudes may be reduced in comparison to single-item animation highlighting, possibly due to distraction. Ratings of mental effort were significantly higher for the 100 ms condition, though differences in the frontal P200/P300 ERP did not achieve significance. Most participants identified a preference for the 100 ms condition, though age may impact preference.

Conclusions: Overall, findings support the preliminary feasibility of a proposed 28-item interface that utilises group zoom animation highlighting of pictorial symbols. Further research is needed evaluating ERP characteristics and outcomes from online (real-time) use of animation-based P300-BCI-AAC for children with severe speech and physical impairments across multiple training sessions.

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来源期刊
CiteScore
5.70
自引率
13.60%
发文量
128
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