Research Article
Quasi-Affine Transformation Evolutionary with Double Excellent Guidance
Table 3
Comparison on 30D optimization under CEC2013 test suite with different algorithms.
| Algorithms | QUATRE-DEG | C- QUATRE | QUATRE | MABC | IABC | | Mean/std | Mean/std | Mean/std | Mean/std | Mean/std |
| | 6.17-04/1.1-04 | 0.00+00/0.0+0(>) | 2.23-14/6.8-1(>) | 0.00+00/0.0+0(>) | 0.00+00/0.0+0(>) | | 3.16+05/1.5+05 | 5.42+05/2.8+0(<) | 2.60+05/1.0+0(>) | 6.89+07/1.3+0(<) | 2.13+07/3.9+0(<) | | 1.62+06/4.2+06 | 4.55+05/1.8+0(>) | 2.41+06/4.8+0(<) | 3.35+09/8.6+0(<) | 4.53+09/1.2+0(<) | | 2.39+01/1.6+01 | 8.33+01/4.9+0(<) | 1.59+01/1.0E+0(>) | 8.06+04/1.0+0(<) | 4.69+04/7.1+0(<) | | 3.08-04/5.0-05 | 9.59-14/4.2-1(>) | 1.11-13/1.6-1(>) | 0.00+00/0.0+0(>) | 0.00+00/0.0+0(>) | | 5.01+00/8.0+00 | 1.05+01/1.3+0(<) | 6.51+00/1.1+0(<) | 1.76+01/8.9+0(<) | 3.59+01/2.4+0(<) | | 1.39+01/1.0+01 | 8.53+00/7.8+0(>) | 2.17+01/1.5+0(<) | 9.79+01/8.1+0(<) | 9.64+01/8.2+0(<) | | 2.09+01/5.6-02 | 2.10+01/5.9-0(<) | 2.10+01/5.0-0(<) | 2.09+01/5.3-0(=) | 2.09+01/6.1-0(=) | | 1.65+01/5.3+00 | 1.51+01/5.6+0(>) | 1.69+01/6.3+0(<) | 3.43+01/1.2+0(<) | 2.92+01/1.9+0(<) | | 5.98-02/1.4-02 | 2.69-02/1.7-0(<) | 2.48-02/1.6-0(>) | 6.22-01/5.0-0(<) | 2.25+00/7.4-0(<) | | 2.25+01/5.6+00 | 1.91+01/5.1+0(>) | 2.69+01/7.2+0(<) | 9.60+01/8.0+0(<) | 0.00+00/0.0+0(>) | | 6.19+01/1.9+01 | 8.75+01/2.4+0(<) | 7.87+01/2.5+0(<) | 2.28+02/1.2+0(<) | 2.84+02/1.2+0(<) | | 1.12+02/2.8+01 | 1.13+02/3.0+0(<) | 1.25+02/3.0+0(<) | 2.25+02/1.4+0(<) | 2.83+02/2.4+0(<) | | 6.88+02/2.7+02 | 6.48+02/2.8+0(>) | 8.74+02/3.2+0(<) | 4.14+03/2.8+0(<) | 9.08+01/3.2+0(>) | | 3.77+03/6.1+02 | 5.59+03/8.8+0(<) | 5.23+03/6.2+0(<) | 7.37+03/2.9+0(<) | 5.00+03/4.2+0(<) | | 3.01-01/1.6-01 | 2.43+00/3.6-0(<) | 2.51+00/4.2-0(<) | 2.43+00/2.7-0(<) | 2.20+00/2.5-0(<) | | 4.71+01/4.9+00 | 4.94+01/5.5+0(<) | 5.46+01/6.8+0(<) | 1.43+02/8.9+0(<) | 3.08+01/1.8-0(>) | | 8.61+01/2.5+01 | 1.74+02/2.3+0(<) | 1.69+02/2.4+0(<) | 2.52+02/9.2+0(<) | 3.30+02/2.8+0(<) | | 2.53+00/5.5-01 | 3.23+00/7.4-0(<) | 3.47+00/7.4-0(<) | 1.33+01/1.0+0(<) | 2.75+00/5.1-0(<) | | 1.14+01/6.0-01 | 1.19+01/5.6-0(<) | 1.18+01/5.8-0(<) | 1.38+01/2.7-0(<) | 1.30+01/3.0-0(<) | | 2.93+02/7.5+01 | 2.93+02/8.8+0(=) | 2.84+02/6.5+0(>) | 2.61+02/4.9+0(>) | 3.28+02/5.8+0(<) | | 6.09+02/2.6+02 | 6.47+02/2.4+0(<) | 8.62+02/3.0+0(<) | 4.68+03/2.2+0(<) | 1.23+02/3.0+0(>) | | 3.92+03/7.6+02 | 5.58+03/6.3+0(<) | 5.37+03/8.0+0(<) | 7.86+03/3.0+0(<) | 5.82+03/5.1+0(<) | | 2.31+02/1.1+01 | 2.32+02/1.4+0(<) | 2.37+02/1.2+0(<) | 2.87+02/3.4+0(<) | 2.53+02/5.9+0(<) | | 2.51+02/7.4+00 | 2.53+02/7.0+0(<) | 2.59+02/7.9+0(<) | 2.94+02/4.2+0(<) | 2.63+02/2.6+0(<) | | 2.47+02/6.5+01 | 2.56+02/6.5+0(<) | 2.58+02/6.8+0(<) | 2.08+02/1.5+0(>) | 2.00+02/5.4-0(>) | | 6.43+02/1.1+02 | 6.34+02/1.0+0(>) | 6.51+02/1.0+0(<) | 1.12+03/1.5+0(<) | 8.71+02/1.0+0(<) | | 3.22+02/1.5+02 | 3.83+02/2.9+0(<) | 3.16+02/1.4+0(>) | 3.00+02/3.4-1(>) | 2.80+02/6.0+0(>) |
| // | | 18/1/9 | 21/0/7 | 22/1/5 | 19/1/8 |
|
|