Research Article

Metaheuristic Algorithms for Convolution Neural Network

Table 4

Computation time and its standard deviation for design: i-2s-8c-2s-16c.

EpochCNNCNNSACNNDECNNHS
TimeStandard deviationTimeStandard deviationTimeStandard deviationTimeStandard deviation

1145.02n/a175.080.64289.540.78196.101.35
2323.62n/a353.552.69586.9612.56395.430.60
3520.16n/a614.7112.10868.824.02597.3911.83
4692.80n/a718.5331.051185.4934.95794.431.70
5729.05n/a885.6412.531451.644.991023.7212.51
6879.17n/a1051.301.301045.2640.621255.9332.54
71308.21n/a1271.0325.551554.677.861627.3064.56
81455.06n/a1533.308.5515.39106.751773.922251
91392.62n/a1726.5032.311573.5218.422123.3295.76
101511.74n/a2054.4035.852619.6237.372354.9087.68