Research Article
Quasi-Affine Transformation Evolutionary with Double Excellent Guidance
Table 4
Comparison on 50D 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 |
| | 1.31-03/1.4-04 | 1.25-13/1.1-13(>) | 2.27-13/0.0+00(>) | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | | 1.06+06/3.1+05 | 8.70+05/2.8+05(>) | 1.01+06/4.3E+05(>) | 2.99+08/3.3+07(<) | 3.66+07/5.6+06(<) | | 1.76+07/1.7+07 | 3.27+07/4.3+07(<) | 2.46+07/3.1+07(<) | 5.73+10/6.6+09(<) | 1.48+10/2.3+09(<) | | 1.45+02/6.1+01 | 8.71+01/6.1+01(>) | 1.36+02/8.2+01(>) | 1.54+05/1.1+04(<) | 8.10+04/8.9+03(<) | | 6.06-04/8.1-05 | 1.18-13/2.2-14(>) | 1.78-13/6.5-14(>) | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | | 4.36+01/8.1-01 | 4.39+01/1.5+00(<) | 4.37+01/8.0-01(<) | 4.45+01/9.7-01(<) | 7.77+01/2.2+01(<) | | 4.42+01/1.6+01 | 4.32+01/1.7+01(>) | 6.56+01/2.6+01(<) | 1.79+02/8.7+00(<) | 1.13+02/7.7+00(<) | | 2.11+01/3.3-02 | 2.12+01/3.7-02(<) | 2.12+01/3.1-02(<) | 2.11+01/3.5-02(=) | 2.11+01/5.0-02(=) | | 3.58+01/1.0+01 | 3.72+01/1.1+01(<) | 3.58+01/1.1+01(=) | 6.89+01/1.3+00(<) | 5.66+01/2.4+00(<) | | 1.08-01/2.1-02 | 6.63-02/3.2-02(>) | 4.57-02/2.8-02(>) | 3.30+02/4.1+01(<) | 3.25+00/6.0-01(<) | | 6.59+01/1.4+01 | 7.60+01/1.9+01(<) | 8.56+01/1.6+01(<) | 2.91+02/1.6+01(<) | 1.73-01/6.1-01(>) | | 1.06+02/2.6+01 | 1.84+02/4.0+01(<) | 1.80+02/4.7+01(<) | 4.83+02/1.6+01(<) | 4.52+02/3.4+01(<) | | 2.24+02/4.5+01 | 2.58+02/5.4+01(<) | 2.62+02/4.2+01(<) | 4.84+02/1.8+01(<) | 5.70+02/4.0+01(<) | | 1.67+03/4.6+02 | 2.29+03/4.6+02(<) | 2.32+03/4.8+02(<) | 9.50+03/3.2+02(<) | 1.44+02/5.8+01(>) | | 7.13+03/8.1+02 | 1.14+04/1.3+03(<) | 1.11+04/1.0+03(<) | 1.42+04/3.4+02(<) | 1.06+04/6.4+02(<) | | 5.13-01/1.7-01 | 3.34+00/5.1-01(<) | 3.20+00/5.3-01(<) | 3.38+00/2.7-01(<) | 2.85+00/3.2-01(<) | | 1.12+02/1.4+01 | 1.39+02/1.5+01(<) | 1.40+02/1.6+01(<) | 3.61+02/1.5+01(<) | 5.24+01/7.5-01(>) | | 1.47+02/2.2+01 | 3.58+02/4.6+01(<) | 3.37+02/3.9+01(<) | 5.30+02/1.4+01(<) | 6.98+02/5.0+01(<) | | 6.17+00/1.6+00 | 8.69+00/1.9+00(<) | 8.79+00/1.9+00(<) | 3.63+01/1.7+00(<) | 6.89+00/7.3-01(<) | | 2.10+01/6.3-01 | 2.18+01/5.6-01(<) | 2.16+01/7.2-01(<) | 2.38+01/2.3-01(<) | 2.21+01/4.3-01(<) | | 7.23+02/4.2+02 | 6.85+02/4.4+02(>) | 7.39+02/4.3+02(<) | 9.43+02/3.3+02(<) | 8.98+02/1.2+02(<) | | 1.95+03/5.0+02 | 2.27+03/4.8+02(<) | 2.46+03/5.0+02(<) | 9.99+03/2.9+02(<) | 7.92+01/5.7+01(>) | | 7.60+03/9.7+02 | 1.13+04/1.1+03(<) | 1.14+04/1.2+03(<) | 1.49+04/3.9+02(<) | 1.18+04/7.0+02(<) | | 2.72+02/1.5+01 | 2.73+02/1.3+01(<) | 2.80+02/1.1+01(<) | 3.72+02/4.0+00(<) | 3.33+02/1.0+01(<) | | 3.06+02/1.2+01 | 3.13+02/1.5+01(<) | 3.13+02/1.0+01(<) | 3.92+02/4.4+00(<) | 4.20+02/1.2+01(<) | | 3.63+02/5.1+01 | 3.65+02/3.7+01(<) | 3.58+02/6.0+01(>) | 2.35+02/5.4+00(>) | 2.01+02/1.5-01(>) | | 1.04+03/1.6+02 | 1.08+03/1.7+02(<) | 1.13+03/1.5+02(<) | 2.03+03/3.4+01(<) | 1.70+03/7.6+01(<) | | 8.13+02/1.0+03 | 9.90+02/1.2+03(<) | 8.73+02/1.1+03(<) | 4.23+02/1.6+02(>) | 4.04+02/2.8+01(>) |
| | // | | 21/0/7 | 21/1/6 | 23/1/4 | 19/1/8 |
|
|
