Robust Similarity Measurement Based on a Novel Time Filter for SSVEPs Detection

• Published in: IEEE transaction on neural networks and learning systems Vol. 34; no. 8; pp. 4096 - 4105
• Main Authors: Jin, Jing, Wang, Zhiqiang, Xu, Ren, Liu, Chang, Wang, Xingyu, Cichocki, Andrzej
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.08.2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Brain; Brain–computer interface(BCI); Computer applications; Correlation; Correlation coefficient; Correlation coefficients; Human-computer interface; Implants; Linear programming; Measurement methods; Objective function; Robustness; Similarity; similarity measurement; Singular value decomposition; Spatial filtering; Steady-state; steady-state visual evoked potential (SSVEP); Task analysis; task-related component analysis (TRCA); time filter; Time measurement; Training; Visual evoked potentials; Visualization

The steady-state visual evoked potential (SSVEP)-based brain-computer interface (BCI) has received extensive attention in research for the less training time, excellent recognition performance, and high information translate rate. At present, most of the powerful SSVEPs detection methods are similar...