Research Article

An Efficient Algorithm for Unconstrained Optimization

Table 1

Time and efficiency.

ā€‰Function(dimension) Part.Mean Eff.Time (sec)Mean Iter.

1 Ackley(10) 600.9946796.99424.63
2 Ackley(120) 31.0000001.46322.08
3 Ackley(2) 240.9981710.7058.58
4 Ackley(30) 121.0000001.39185.25
5 Ackley(6)360.9982722.37227.00
6 Beale(2) 601.0000000.5822.88
7 Bohachevsky 1(2) 2401.0000004.8621.88
8 Bohachevsky 2(2) 2401.0000004.7120.42
9 Booth(2) 2401.0000005.0118.71
10 Branin(2)240.9999600.5058.46
11 Bukin6(2) 120.8753252.96499.00
12 Colville(4) 30.7917432.56749.00
13 CrossLegTable(2) (0.83) 600.8334268.07198.42
14 Cross-in-Tray(2) 30.9999081.61422.38
15 Damavandi(2) (0.25) 600.98971912.42490.25
16 DevillierGlasser02(5) (0.00) 121.0000002.60499.00
17 Drop Wave(2) 31.0000000.78223.54
18 Easom(2) 241.0000000.2717.54
19 Eggholder(2) 2400.98002832.87499.00
20 Goldstein-Price(2) 601.0000000.5219.00
21 Griewank(10) 121.0000001.23185.50
22 Griewank(100) 241.0000000.7387.00
23 Griewank(2) 241.0000001.53191.04
24 Griewank(30) 121.0000001.38218.21
25 Griewank(6) 361.0000001.3786.13
26 Hartmann(3) 240.9999990.5743.50
27 Hartmann(6) 120.9864732.21399.50
28 Holder Table(2)240.9998631.79201.79
29 Levy(12) 30.9858931.75499.00
30 Levy(120) 240.9999186.07499.00
31 Levy(2) 2401.0000005.5317.92
32 Levy13(2) 2401.0000004.6020.25
33 Matyas(2) 2401.0000004.9217.92
34 McCormick(2) 120.9999473.32499.00
35 Michalewicz(2) 240.9999980.3839.33
36 Michalewicz(5) 1200.95719913.90407.80
37 Powell(10)121.0000002.24385.54
38 Powell(12) 31.0000001.52466.29
39 Powell(120) 31.0000001.62489.13
40 Powell(2) 31.0000001.28499.00
41 Power Sum(4) 2400.994381100.60477.00
42 Rastrigin(10) 241.0000001.91252.75

The overall success of different global optimizers according to Gavana [18].