Research Article
Quasi-Affine Transformation Evolutionary with Double Excellent Guidance
Table 2
Comparison on 10D 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 |
| | 1.32-04/5.1-05 | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | | 8.42-01/7.4-01 | 1.98-04/1.4-03(>) | 5.29-03/1.8-02(>) | 1.48+06/5.5+05(<) | 1.51+06/6.6+05(<) | | 7.64+01/8.7+01 | 5.60-01/1.7+00(>) | 1.63-01/8.9-01(>) | 7.18+06/6.5+06(<) | 5.54+07/3.6+07(<) | | 1.82-02/8.3-03 | 6.92-10/1.4-09(>) | 4.53-07/8.7-07(>) | 1.27+04/3.3+03(<) | 5.63+03/1.7+03(<) | | 7.75-05/3.5-05 | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | | 4.90+00/4.9+00 | 3.17+00/4.6+00(>) | 5.26+00/1.0+01(<) | 4.87+00/3.6+00(>) | 3.22+00/4.2+00(>) | | 6.14-01/2.1+00 | 2.37+00/9.4+00(<) | 7.23-01/2.2+00(<) | 1.54+01/3.3+00(<) | 1.89+01/4.8+00(<) | | 2.03+01/9.1-02 | 2.05+01/9.7-02(<) | 2.05+01/8.8-02(<) | 2.04+01/8.2-02(<) | 2.04+01/7.7-02(<) | | 1.71+00/1.2+00 | 1.74+00/1.3+00(<) | 1.98+00/1.3+00(<) | 5.05+00/5.8-01(<) | 4.15+00/7.8-01(<) | | 1.73-01/7.6-02 | 1.75-01/1.1-01(<) | 1.82-01/1.2-01(<) | 7.61-01/1.6-01(<) | 1.03+00/2.2-01(<) | | 2.56+00/1.7+00 | 2.98+00/1.6+00(<) | 2.75+00/1.7+00(<) | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | | 1.23+01/5.5+00 | 1.47+01/7.9+00(<) | 1.38+01/5.9+00(<) | 1.77+01/4.2+00(<) | 1.57+01/4.6+00(<) | | 1.75+01/8.1+00 | 2.16+01/7.3+00(<) | 2.21+01/8.5+00(<) | 1.90+01/4.5+00(<) | 1.77+01/5.1+00(<) | | 6.05+01/7.3+01 | 9.90+01/9.7+01(<) | 9.80+01/8.3+01(<) | 3.89+01/2.7+01(>) | 6.99+00/4.2+00(<) | | 8.24+02/2.7+02 | 1.08+03/3.0+02(<) | 9.81+02/3.0+02(<) | 1.12+03/1.6+02(<) | 7.15+02/1.8+02(>) | | 1.15-01/1.0-01 | 1.27+00/3.4-01(<) | 1.19+00/3.7-01(<) | 1.04+00/1.6-01(<) | 1.01+00/1.6-01(<) | | 1.03+01/3.1+00 | 1.01+01/4.0+00(>) | 1.12+01/2.5+00(<) | 1.22+01/5.7-01(<) | 1.01+01/1.3-02(>) | | 2.25+01/5.7+00 | 3.27+01/9.0+00(<) | 3.10+01/7.0+00(<) | 3.70+01/3.3+00(<) | 3.42+01/5.8+00(<) | | 5.23-01/1.9-01 | 6.87-01/2.0-01(<) | 6.64-01/2.7-01(<) | 5.24-01/1.9-01(<) | 5.78-01/1.8-01(<) | | 2.78+00/5.7-01 | 3.04+00/5.4-01(<) | 2.92+00/6.0-01(<) | 3.21+00/2.3-01(<) | 2.79+00/3.1-01(<) | | 3.88+02/4.8+01 | 3.57+02/9.0+01(>) | 3.79+02/6.1+01(>) | 2.41+02/9.6+01(>) | 3.68+02/8.6+01(>) | | 1.40+02/1.0+02 | 1.74+02/9.3+01(<) | 1.96+02/1.4+02(<) | 1.21+02/6.5+01(>) | 3.80+01/5.9+01(>) | | 8.82+02/3.3+02 | 1.05+03/3.5+02(<) | 9.66+02/3.8+02(<) | 1.26+03/1.5+02(<) | 9.46+02/2.1+02(<) | | 2.04+02/5.2+00 | 2.05+02/4.7+00(<) | 2.06+02/5.2+00(<) | 1.49+02/9.1+00(>) | 1.38+02/2.8+01(>) | | 2.04+02/3.8+00 | 2.05+02/4.3+00(<) | 2.00+02/1.9+01(>) | 1.84+02/1.4+01(>) | 1.91+02/2.3+01(>) | | 1.62+02/4.4+01 | 1.72+02/5.9+01(<) | 1.75+02/5.4+01(<) | 1.39+02/7.7+00(>) | 1.32+02/2.7+01(>) | | 3.31+02/2.9+01 | 3.55+02/9.0+01(<) | 3.37+02/7.8+01(<) | 3.33+02/3.2+01(<) | 3.45+02 /3.8+0(<) | | 2.89+02/4.8+01 | 2.84+02/5.4+01(>) | 2.92+02/5.2+01(<) | 2.43+02/6.3+01(>) | 2.93+02/1.6+02(<) |
| | // | | 19/0/9 | 21/0/7 | 17/0/11 | 16/0/12 |
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