3‐3: Invited Paper: Prediction Model for Visual Fatigue Caused by Smartphone Display Based on EEG Multi‐dimensional Features.

Autor: Shi, Yunyang, Tu, Yan, Wang, Lili, Zhu, Nianfang
Předmět:
Zdroj: SID Symposium Digest of Technical Papers; Apr2024 Suppl 1, Vol. 55 Issue 1, p24-27, 4p
Abstrakt: In this study, a prediction model for visual fatigue is developed. As input, frequential and nonlinear features are extracted from multichannel EEG, and then dimensionally reduced. In the model, bidirectional LSTM and attention layers are combined for effective learning. As a result, 82.90% accuracy, 85.26% weighted precision, 82.90% weighted recall, and 84.02% weighted F1‐score were obtained. [ABSTRACT FROM AUTHOR]
Databáze: Complementary Index