Walking Gait Phase Detection Based on Acceleration Signals Using Voting-Weighted Integrated Neural Network

Table 2

Parameter setting of VWI-DNN structure.

Layer	Number of neurons			Activation function			Dropout
	SNN_1	SNN_2	SNN_3	SNN_1	SNN_2	SNN_3	SNN_1	SNN_2	SNN_3
HL_1	540	540	540	leaky_relu	leaky_relu	leaky_relu	1.0	1.0	1.0
HL_2	200	200	200	leaky_relu	leaky_relu	leaky_relu	1.0	1.0	1.0
HL_3	260	200	140	leaky_relu	relu	tanh	0.6	0.8	1.0
HL_4	120	90	60	leaky_relu	relu	tanh	1.0	1.0	1.0
HL_5	60	90	—	leaky_relu	relu	—	1.0	1.0	—