基于愤怒的脑机接口使用fNIRS神经反馈

Gabor Aranyi, Fred Charles, M. Cavazza
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引用次数: 23

摘要

功能性近红外光谱(fNIRS)由于其便携性、易于应用、对运动伪影的鲁棒性和相对较低的成本,在脑机接口(BCI)中具有越来越大的潜力。尽管前额叶皮层在情感控制中发挥作用,并且fNIRS测量前额叶活动的适宜性,但使用fNIRS支持情感性脑机接口的发展受到的关注相对较少。我们提出了一个活跃的、基于fnir的神经反馈(NF)接口,它利用左、右背外侧前额叶皮层之间氧合的差异变化来操作脑机接口输入。当用户产生愤怒的状态时,该系统就会被激活,这与左前额叶不对称的增加有关。我们已经将这个NF接口整合到一个虚拟3D叙事的实验平台中,在这个平台中,用户可以对一个被认为是邪恶的虚拟角色表达愤怒,从而使这个角色逐渐消失。11名受试者使用了该系统,并且能够成功地执行NF,尽管只有很少的训练。大量分析证实,成功与表达愤怒的意图有关。这对基于前额叶不对称的情感性脑机接口的设计具有积极意义。
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Anger-based BCI Using fNIRS Neurofeedback
Functional near-infrared spectroscopy (fNIRS) holds increasing potential for Brain-Computer Interfaces (BCI) due to its portability, ease of application, robustness to movement artifacts, and relatively low cost. The use of fNIRS to support the development of affective BCI has received comparatively less attention, despite the role played by the prefrontal cortex in affective control, and the appropriateness of fNIRS to measure prefrontal activity. We present an active, fNIRS-based neurofeedback (NF) interface, which uses differential changes in oxygenation between the left and right sides of the dorsolateral prefrontal cortex to operationalize BCI input. The system is activated by users generating a state of anger, which has been previously linked to increased left prefrontal asymmetry. We have incorporated this NF interface into an experimental platform adapted from a virtual 3D narrative, in which users can express anger at a virtual character perceived as evil, causing the character to disappear progressively. Eleven subjects used the system and were able to successfully perform NF despite minimal training. Extensive analysis confirms that success was associated with the intent to express anger. This has positive implications for the design of affective BCI based on prefrontal asymmetry.
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