儿童基于ssvep的脑损伤中纹理视觉刺激的舒适度和神经反应的研究。

IF 3.9 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Emily Schrag, Daniel Comaduran Marquez, Adam Kirton, Eli Kinney-Lang
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引用次数: 0

摘要

基于稳态视觉诱发电位(SSVEP)的脑机接口(bci)因其可靠性和可实现的免训练设置而得到广泛应用。常见的SSVEP刺激是高对比度和纯色的,潜在地引起不适和视觉疲劳,特别是当使用高刺激频率时。为了解决这个问题,有纹理的刺激可以在更高的处理系统中唤起视觉反应,已经被提出作为传统闪烁刺激的替代方案。我们通过检查用户舒适度和不同脑电图通道子集的神经反应来评估纹理刺激对基于ssvep的脑机接口的有效性。5-18岁的神经正常参与者(n = 35, 57%为女性)暴露在三种频率(9、14和33 Hz)的传统和纹理刺激下,并被要求报告感知舒适度。虽然纹理刺激一直被认为更舒适,特别是在较低的频率下,但信噪比分析表明,与传统刺激相比,它们并没有增强神经反应。分类准确率主要受刺激频率而非刺激类型的影响,在33 Hz时准确率急剧下降。这些发现表明,虽然纹理刺激提高了使用者的舒适度,但它们在增强脑机接口性能方面的效用尚不清楚,因此需要进一步研究基于ssvep的脑机接口的刺激设计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

An investigation into the comfort and neural response of textured visual stimuli in pediatric SSVEP-based BCI.

An investigation into the comfort and neural response of textured visual stimuli in pediatric SSVEP-based BCI.

An investigation into the comfort and neural response of textured visual stimuli in pediatric SSVEP-based BCI.

An investigation into the comfort and neural response of textured visual stimuli in pediatric SSVEP-based BCI.

Steady-state visual evoked potential (SSVEP)-based brain-computer interfaces (BCIs) are widely used due to their reliability and possible training-free setup. Common SSVEP stimuli are high contrast and solidly colored, potentially causing discomfort and visual fatigue, particularly when high stimulation frequencies are employed. To address this, textured stimuli, which may evoke visual responses in higher processing systems, have been proposed as an alternative to conventional flashing stimuli. We evaluate the effectiveness of textured stimuli for SSVEP-based BCIs by examining both user comfort and neural responses across different EEG channel subsets. Neurotypical participants aged 5-18 (n = 35, 57% female) were exposed to traditional and textured stimuli at three frequencies (9, 14, and 33 Hz) and asked to report perceived comfort. While textured stimuli were consistently rated as more comfortable, especially at lower frequencies, signal-to-noise ratio analysis indicated that they did not enhance neural responses compared to conventional stimuli. Classification accuracy was driven primarily by stimulation frequency rather than stimulus type and there was a sharp decline in accuracy at 33 Hz. These findings suggest that while textured stimuli improve user comfort, their utility in enhancing BCI performance remains unclear, warranting further investigation into stimulus design for SSVEP-based BCIs.

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来源期刊
Scientific Reports
Scientific Reports Natural Science Disciplines-
CiteScore
7.50
自引率
4.30%
发文量
19567
审稿时长
3.9 months
期刊介绍: We publish original research from all areas of the natural sciences, psychology, medicine and engineering. You can learn more about what we publish by browsing our specific scientific subject areas below or explore Scientific Reports by browsing all articles and collections. Scientific Reports has a 2-year impact factor: 4.380 (2021), and is the 6th most-cited journal in the world, with more than 540,000 citations in 2020 (Clarivate Analytics, 2021). •Engineering Engineering covers all aspects of engineering, technology, and applied science. It plays a crucial role in the development of technologies to address some of the world''s biggest challenges, helping to save lives and improve the way we live. •Physical sciences Physical sciences are those academic disciplines that aim to uncover the underlying laws of nature — often written in the language of mathematics. It is a collective term for areas of study including astronomy, chemistry, materials science and physics. •Earth and environmental sciences Earth and environmental sciences cover all aspects of Earth and planetary science and broadly encompass solid Earth processes, surface and atmospheric dynamics, Earth system history, climate and climate change, marine and freshwater systems, and ecology. It also considers the interactions between humans and these systems. •Biological sciences Biological sciences encompass all the divisions of natural sciences examining various aspects of vital processes. The concept includes anatomy, physiology, cell biology, biochemistry and biophysics, and covers all organisms from microorganisms, animals to plants. •Health sciences The health sciences study health, disease and healthcare. This field of study aims to develop knowledge, interventions and technology for use in healthcare to improve the treatment of patients.
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