Fig. 4

Classification accuracy for distinguishing fatigue from normal emotional states using nonlinear dynamic features. The system achieves near-perfect classification with as few as 300 features for males and 1000 features for females, demonstrating the model’s robustness in handling emotions with overlapping arousal levels.