sEMG-Based Neural Network Prediction Model Selection of Gesture Fatigue and Dataset Optimization

Table 4

Optimal configuration of integrated gesture fatigue predictions.

Integrated gestures	Smartphone			PC
	Signal dimensions	Datasets	Training models	Signal dimensions	Datasets	Training models
Browsing	One-hand with 4C	sEMG signals	G1 + G2 + G3	One-hand with 4C	sEMG signals	G7 + G8
Playing games	Two-hand with 7C	WT coefficients	G4 + G5 + G6	Two-hand with 7C	WT coefficients	G9
Typing	Two-hand with 7C	WT coefficients	G4 + G5 + G6	Two-hand with 7C	WT coefficients	G9