Table 2 No. of fitness evalution comparisons of PSO, DE, TLBO, OTLBO
No. | Function | Â | PSO | DE | TLBO | OTLBO |
|---|---|---|---|---|---|---|
f 1 | Step | Mean | 40,000 | 2.4833e+4 | 712 | 520.1023 |
Std | 0 | 753.6577 | 30.4450 | 21.0012 | ||
f 2 | Sphere | Mean | 40,000 | 40,000 | 40,000 | 28712 |
Std | 0 | 0 | 0 | 971.7807 | ||
f 3 | SumSquares | Mean | 40,000 | 40,000 | 40,000 | 30124 |
Std | 0 | 0 | 0 | 150.0015 | ||
f 4 | Quartic | Mean | 40,000 | 40,000 | 40,000 | 40,000 |
Std | 0 | 0 | 0 | 0 | ||
f 5 | Zakharov | Mean | 40,000 | 40,000 | 40,000 | 2.9125e+04 |
Std | 0 | 0 | 0 | 150.1291 | ||
f 6 | Schwefel 1.2 | Mean | 40,000 | 40,000 | 40,000 | 31200 |
Std | 0 | 0 | 0 | 101.1902 | ||
f 7 | Schwefel 2.22 | Mean | 40,000 | 40,000 | 40,000 | 40,000 |
Std | 0 | 0 | 0 | 0 | ||
f 8 | Schwefel 2.21 | Mean | 40,000 | 40,000 | 40,000 | 40,000 |
Std | 0 | 0 | 0 | 0 | ||
f 9 | Bohachevsky1 | an | 3200 | 4.1111e+03 | 1940 | 1390 |
Std | 51.6398 | 117.5409 | 79.8308 | 30.2312 | ||
f 10 | Bohachevsky2 | Mean | 3.1429e+03 | 4.2844e+003 | 2.0836e+03 | 1290 |
Std | 200.5150 | 201.8832 | 140.3219 | 48.9012 | ||
f 11 | Bohachevsky3 | Mean | 4945 | 7.7822e+03 | 2148 | 1260 |
Std | 168.1727 | 140.2739 | 51.4009 | 39.1290 | ||
f 12 | Booth | Mean | 6420 | 1.2554e+004 | 3.4277e+03 | 2.4519e+03 |
Std | 18.3935 | 803.3543 | 121.4487 | 150.5112 | ||
f 13 | Rastrigin | Mean | 40,000 | 40,000 | 4.4533e+03 | 2.0912e+03 |
Std | 0 | 0 | 544.6047 | 77.1529 | ||
f 14 | Schaffer | Mean | 40,000 | 40,000 | 40,000 | 4.0891e+03 |
Std | 0 | 0 | 0 | 149.9123 | ||
f 15 | Six hump camel back | Mean | 800 | 1.5556e+03 | 720 | 430.2398 |
Std | 99.2278 | 136.7738 | 33.0289 | 23.0348 | ||
f 16 | Griewank | Mean | 40,000 | 40,000 | 2916 | 1.7655e+003 |
Std | 0 | 0 | 145.0686 | 62.5381 | ||
f 17 | Ackley | Mean | 40,000 | 40,000 | 40,000 | 40,000 |
Std | 0 | 0 | 0 | 0 | ||
f 18 | Multimod | Mean | 40,000 | 40,000 | 3488 | 2239 |
Std | 0 | 0 | 30.2715 | 52.2319 | ||
f 19 | Noncontinuous rastrigin | Mean | 40,000 | 40,000 | 6.1891e+03 | 2.2512e+03 |
Std | 0 | 0 | 75.6887 | 40.8082 | ||
f 20 | Weierstrass | Mean | 40,000 | 40,000 | 4.0178e+03 | 2.2231e+03 |
| Â | Â | Std | 0 | 0 | 110.5696 | 102.1123 |