Designing light stimulation for a pupillary–computer interface using binary code

IF 1.8 Q3 AUTOMATION & CONTROL SYSTEMS IFAC Journal of Systems and Control Pub Date : 2024-02-02 DOI:10.1016/j.ifacsc.2024.100246
Shintaro Nakatani , Naoyoshi Fujioka , Ariki Sato
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Abstract

As the light reflex of the pupil relies on covert attention, it has been suggested for use as a non-contact, calibration-free human–computer interface. A vital aspect of the widespread adoption of this interface is the elevated information transfer rate. This study involved the design and assessment of binary light stimulation under conditions where the stimulation and discrimination systems operate asynchronously. Binary light stimulation, characterized by uniquely timed light flickering, enables the discrimination system to identify the gazed target through variations in pupil diameter. To enhance the temporal efficiency, a cyclic code was selected for binary coding. Algorithms for selecting optimal codes, determining phase-shift relationships, and designing binary codes with strategic location arrangements were developed. An experimental application of a template-matching-based classification algorithm yielded over 83% accuracy in identifying a gazed target among nine possibilities. The average information transfer rate was 30 bits/min under stable conditions. Additionally, by analyzing the values of the proposed evaluation functions, we can predict combinations prone to misclassification in the target classification. Practically, this research offers a robust method for brain–computer interfaces, potentially benefiting users with severe motor restrictions or in contexts requiring hands-free operation.

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使用二进制代码为瞳孔计算机接口设计光刺激装置
由于瞳孔的光反射依赖于隐蔽的注意力,因此有人建议将其用作非接触、无需校准的人机界面。要广泛采用这种界面,一个重要的方面就是要提高信息传输速率。本研究涉及在刺激和辨别系统异步运行的条件下设计和评估二元光刺激。二元光刺激的特点是独特的定时光闪烁,可使分辨系统通过瞳孔直径的变化来识别注视目标。为了提高时间效率,二进制编码选择了循环码。研究人员开发了用于选择最佳编码、确定相移关系和设计具有战略位置安排的二进制编码的算法。在实验中应用基于模板匹配的分类算法,在九种可能性中识别凝视目标的准确率超过 83%。在稳定条件下,平均信息传输速率为 30 比特/分钟。此外,通过分析建议的评估函数值,我们可以预测在目标分类中容易出现误分类的组合。实际上,这项研究为脑机接口提供了一种稳健的方法,有可能使运动能力严重受限或需要免提操作的用户受益。
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来源期刊
IFAC Journal of Systems and Control
IFAC Journal of Systems and Control AUTOMATION & CONTROL SYSTEMS-
CiteScore
3.70
自引率
5.30%
发文量
17
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