Intelligent Noise Removal from EMG Signal Using Focused Time-Lagged Recurrent Neural Network

Table 12

Selection of transfer function for various NN models on test dataset.

S.N.	NN	Signal	Transfer function
			Tanh		Linear tanh		Linear
			MSE	r	MSE	r	MSE	r
1	MLP	N	0.02501	0.78114	0.02557	0.77557	0.02521	0.7792
		EMG	0.02485	0.58433	0.0251	0.5779	0.02513	0.5781
2	FTLRNN	N	0.00027	0.99797	0.00015	0.99882	0.000067	0.99843
		EMG	0.00023	0.99695	0.00013	0.9981	0.000048	0.99731
3	RBF	N	0.2473	0.78385	0.02482	0.78297	0.02477	0.7839
		EMG	0.02481	0.5852	0.02481	0.5851	0.02480	0.5854