Li Mengfan, Yang Guang
State Key Laboratory of Reliability and Intelligence of Electrical Equipment, School of Electrical Engineering, Hebei University of Technology, Tianjin 300132, P.R.China;Tianjin Key Laboratory of Bioelectromagnetic Technology and Intelligent Health, School of Electrical Engineering, Hebei University of Technology, Tianjin 300132, P.R.China.
Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2020 Jun 25;37(3):427-433. doi: 10.7507/1001-5515.201903042.
Increasing the amplitude of event-related potential is one of the key methods to improve the accuracy of the potential-based brain-computer interface, e.g., P300-based brain-computer interface. The brain-computer interface systems often use symbols or controlled objects as vision stimuli, but what visual stimuli can induce more obvious event-related potential is still unknown. This paper designed three kinds of visual stimuli, i.e., a square, an arrow, and a robot attached with an arrow, to analyze the influence of concreteness degree of the graph on the N200 and P300 potentials, and applied a support vector machine to compare the performance of the brain-computer interface under different stimuli. The results showed that, compared with the square, the robot attached with arrow and the arrow both induced larger N200 potential ( = 1.6 × 10 , = 4.2 × 10 ) and longer P300 potential ( = 2.2 × 10 , = 1.9 × 10 ) in the frontal area, but the amplitude under the arrow condition is smaller than the one under the robot attached with arrow condition. The robot attached with arrow increased the N200 potential amplitude of the square and arrow from 3.12 μV and 5.19 μV to 7.21 μV ( = 1.6 × 10 , = 8.9 × 10 ), and improved the accuracy rate from 59.95%, 61.67% to 74.45% ( = 2.1 × 10 , = 1.6 × 10 ), and the information transfer rate from 35.00 bits/min, 35.98 bits/min to 56.71 bits/min ( = 2.6 × 10 , = 1.6 × 10 ). This study shows that the concreteness of graphics could affect the N200 potential and the P300 potential. The abstract symbol could represent the meaning and evoke potentials, but the information contained in the concrete robot attached with an arrow is more correlated with the human experience, which is helpful to improve the amplitude. The results may provide new sight in modifying the stimulus interface of the brain-computer interface.
增加事件相关电位的幅值是提高基于电位的脑机接口(例如基于P300的脑机接口)准确性的关键方法之一。脑机接口系统通常使用符号或受控对象作为视觉刺激,但何种视觉刺激能诱发更明显的事件相关电位仍不清楚。本文设计了三种视觉刺激,即正方形、箭头以及带有箭头的机器人,以分析图形具体程度对N200和P300电位的影响,并应用支持向量机比较不同刺激下脑机接口的性能。结果表明,与正方形相比,带有箭头的机器人和箭头在额叶区域均诱发了更大的N200电位((p = 1.6×10^{-2}),(p = 4.2×10^{-2}))和更长的P300电位((p = 2.2×10^{-2}),(p = 1.9×10^{-2})),但箭头条件下的幅值小于带有箭头的机器人条件下的幅值。带有箭头的机器人使正方形和箭头的N200电位幅值从3.12 μV和5.19 μV增加到7.21 μV((p = 1.6×10^{-2}),(p = 8.9×10^{-2})),准确率从59.95%、61.67%提高到74.45%((p = 2.1×10^{-2}),(p = 1.6×10^{-2})),信息传输率从35.00比特/分钟、35.98比特/分钟提高到56.71比特/分钟((p = 2.6×10^{-2}),(p = 1.6×10^{-2}))。本研究表明图形的具体程度会影响N200电位和P300电位。抽象符号可以表示意义并诱发电位,但带有箭头的具体机器人所包含的信息与人类经验更相关,这有助于提高幅值。研究结果可能为改进脑机接口的刺激界面提供新的视角。