Research Article

Metaheuristic Algorithms for Convolution Neural Network

Table 2

Computation time and its standard deviation for design: i-2s-6c-2s-12c.

EpochCNNCNNSACNNDECNNHS
TimeStandard deviationTimeStandard deviationTimeStandard deviationTimeStandard deviation

193.21n/a117.481.12138.580.90160.920.85
2225.05n/a243.439.90278.081.66370.595.87
3318.84n/a356.491.96414.642.43414.130.63
4379.44n/a479.831.95551.392.28554.510.73
5479.04n/a596.354.08533.211.42692.902.90
6576.38n/a721.481.48640.306.19829.561.95
7676.57n/a839.551.19744.893.98968.181.97
8768.24n/a960.691.74852.744.481105.21.39
9855.85n/a1082.182.54957.895.781245.544.96
10954.54n/a1202.522.081373.11.511623.134.36