Skip to main content

Table 5 Classification and timing performance (in s) with SD of MV for different sizes of hidden layer for typical division ratio of 25–75%

From: Restricted Boltzmann machine and softmax regression for fault detection and classification

Hidden size Accuracy WoUD Accuracy WiUD Time WoUD Time WiUD SD WoUD SD WiUD
25 89.51 99.38 9.11 42.45 5.77 1.01
50 93.57 99.78 16.85 64.51 5.05 0.57
75 96.84 99.78 25.91 88.83 4.11 0.57
100 98.47 99.81 32.69 105.85 3.25 0.44
125 99.83 99.84 43.56 135.79 0.36 0.29
150 99.72 99.92 49.50 152.05 0.48 0.19
175 99.83 99.94 58.67 176.36 0.33 0.22
200 99.96 99.86 59.20 181.11 0.15 0.28