Quantum Based Brain-Computer Interface Performance Analysis for Next-Generation Metaverse

Janne Heilala
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Abstract

The study discussed observations from 8-electrode brain-control interface (BCI) recordings and investigated its connectomic structure. The subject repeatedly controlled the operating system by concentrating creatively and producing recordable signals. The research problem was to understand recorded psychometric data and prove its validity. Sample observational size (n = 6’825) was selected using clustering sampling from successfully recorded stimulations (N >= 200’000) in a Virtual Reality (VR) development environment. The empirical Structural Equation Model (SEM) was modeled. Through SEM, rotated data was simplified with Factor Analysis (FA). Hypothesis testing reveals distinctions and correlation predictions in non-invasively placed electrodes on the cerebral hemisphere. In conclusion, the β-values of electrodes placed to the right instead predict adverse effects to the left electrodes during processing visual sensory inputs.
下一代元宇宙基于量子的脑机接口性能分析
本研究讨论了8电极脑控接口(BCI)记录的观察结果,并研究了其连接体结构。受试者通过创造性地集中和产生可记录的信号来反复控制操作系统。研究的问题是理解记录的心理测量数据并证明其有效性。在虚拟现实(VR)开发环境中,通过聚类抽样从成功记录的刺激(n >= 20 ' 000)中选择样本观察大小(n = 6 ' 825)。建立了经验结构方程模型(SEM)。通过扫描电镜(SEM)对旋转数据进行因子分析(FA)简化。假设检验揭示了在大脑半球非侵入性放置电极的区别和相关性预测。总之,在处理视觉感官输入时,放置在右侧的电极的β值反而预测了对左侧电极的不利影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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