Multimodal neural feedback collaborative training system for executive function and tactical cognition enhancement in football athletes

作者：Chanjuan Wang, Xinjun Zhang · 发表于：Scientific Reports · 年份：2025 · DOI：10.1038/s41598-025-20791-3 · 被引用次数：2 · 研究领域：EEG and Brain-Computer Interfaces、Neural and Behavioral Psychology Studies、Functional Brain Connectivity Studies

Contemporary football demands exceptional cognitive abilities alongside physical prowess, yet current training methodologies lack precision for optimizing cognitive performance through objective neural monitoring. This computational study develops and validates a theoretical multimodal neural feedback collaborative training system that simultaneously enhances executive function and tactical cognition in football contexts. The proposed system integrates electroencephalography (EEG), eye-tracking, and physiological monitoring to provide real-time feedback during cognitive training protocols. Through computational validation utilizing synthetic neural signal datasets and algorithmic performance modeling, we evaluated the theoretical system's efficacy across executive function components (working memory, inhibitory control, cognitive flexibility) and tactical cognition domains (pattern recognition, strategic planning, decision-making). Computational results demonstrated significant theoretical improvements in executive function capabilities averaging 23.7% and tactical cognition enhancements reaching 27.8% compared to baseline algorithmic performance. The collaborative training approach consistently outperformed isolated training modalities in simulations, with large effect sizes (Cohen's d = 0.96 to d = 1.24, representing substantial theoretical effects) across cognitive domains. Neurophysiological simulations revealed enhanced theta-gamma coupling, increased alpha synchronizati...