Research Article
Quasi-Affine Transformation Evolutionary with Double Excellent Guidance
Table 6
Comparison on 30D optimization under CEC2014 test suite with different algorithms.
| | Algorithms | QUATRE-DEG | C-QUATRE | QUATRE | MABC | IABC | | Mean/std | Mean/std | Mean/std | Mean/std | Mean/std |
| | 1.15+05/8.1+04 | 2.10+05/1.7+05(<) | 1.37+05/1.0+05(<) | 6.65+07/1.1+07(<) | 2.07+07/3.9+06(<) | | 1.86+01/5.1+01 | 5.57-16/4.0-15(>) | 1.39-14/1.4-14(>) | 2.79+01/4.3+01(<) | 7.21+03/3.9+03(<) | | 3.84-03/5.8-04 | 1.00-14/2.2-14(>) | 3.34-14/2.8-14(>) | 4.69+02/3.0+02(<) | 7.78+02/3.2+02(<) | | 3.78+00/1.5+01 | 6.42+00/1.9+01(<) | 2.53+00/1.2+01(>) | 7.65+01/1.5+01(<) | 7.86+01/1.3+01(<) | | 2.00+01/4.1-02 | 2.05+01/8.3-02(<) | 2.05+01/9.4-02(<) | 2.09+01/4.7-02(<) | 2.05+01/4.9-02(<) | | 2.60+00/2.0+00 | 2.08+00/1.8+00(>) | 3.69+00/2.3+00(<) | 2.65+01/1.1+00(<) | 9.34+00/1.9+00(<) | | 5.90-03/6.3-03 | 4.16-03/7.6-03(>) | 7.77-03/1.2-02(<) | 0.00+00/0.0+00(>) | 1.20-04/2.1-04(>) | | 2.20+01/5.4+00 | 1.89+01/4.8+00(>) | 2.85+01/7.1+00(<) | 8.68+01/8.0+00(<) | 8.31-02/2.7-01(>) | | 5.53+01/1.4+01 | 7.11+01/2.3+01(<) | 7.07+01/2.0+01(<) | 1.84+02/1.2+01(<) | 6.98+01/9.2+00(<) | | 3.86+02/1.8+02 | 3.15+02/1.7+02(>) | 4.99+02/2.5+02(<) | 3.26+03/1.8+02(<) | 2.45+00/1.3+00(>) | | 2.41+03/6.5+02 | 3.30+03/7.2+02(<) | 3.35+03/6.9+02(<) | 6.15+03/2.4+02(<) | 2.88+03/3.7+02(<) | | 8.04-02/3.7-02 | 5.04-01/2.2-01(<) | 4.43-01/2.3-01(<) | 1.75+00/1.5-01(<) | 6.95-01/7.6-02(<) | | 2.82-01/7.2-02 | 3.39-01/7.1-02(<) | 3.10-01/8.4-02(<) | 4.26-01/4.1-02(<) | 2.58-01/3.0-02(<) | | 2.80-01/1.1-01 | 2.70-01/6.7-02(>) | 3.38-01/1.3-01(<) | 2.47-01/2.9-02(>) | 1.36-01/1.8-02(>) | | 3.97+00/1.0+00 | 8.37+00/2.2+00(<) | 7.41+00/2.1+00(<) | 1.75+01/1.2+00(<) | 1.28+01/1.4+00(<) | | 1.03+01/6.3-01 | 1.04+01/7.6-01(<) | 1.03+01/6.8-01(=) | 1.26+01/1.9-01(<) | 1.05+01/3.5-01(<) | | 1.68+03/8.1+02 | 2.66+03/2.7+03(<) | 2.31+03/2.6+03(<) | 1.69+06/4.9+05(<) | 1.41+06/5.6+05(<) | | 6.05+01/3.4+01 | 3.85+01/2.1+01(>) | 8.77+01/4.6+01(<) | 4.06+02/1.4+02(<) | 1.90+04/2.2+04(<) | | 4.11+00/1.5+00 | 4.46+00/1.7+00(<) | 4.75+00/1.4+00(<) | 9.25+00/2.8-01(<) | 8.57+00/1.5+00(<) | | 2.57+01/1.6+01 | 2.59+01/1.2+01(<) | 3.89+01/3.7+01(<) | 4.63+03/1.5+03(<) | 2.70+03/1.4+03(<) | | 4.60+02/2.0+02 | 5.74+02/5.5+02(<) | 4.94+02/2.7+02(<) | 2.22+05/7.6+04(<) | 2.06+05/7.0+04(<) | | 2.91+02/1.9+02 | 3.27+02/1.6+02(<) | 3.14+02/1.5+02(<) | 1.77+02/5.1+01(>) | 2.27+02/6.9+01(>) | | 3.15+02/4.4-07 | 3.15+02/4.0-13(=) | 3.15+02/4.0-13(=) | 3.15+02/4.4-13(=) | 3.15+02/3.6-01(=) | | 2.24+02/3.9+00 | 2.25+02/3.2+00(<) | 2.28+02/5.8+00(<) | 2.24+02/1.5+00(=) | 2.00+02/3.1-03(>) | | 2.03+02/4.7-01 | 2.03+02/6.5-01(=) | 2.03+02/8.4-01(=) | 2.15+02/2.0+00(<) | 2.00+02/0.0+00(>) | | 1.00+02/2.0+01 | 1.00+02/8.3-02(=) | 1.00+02/1.0-01(=) | 1.00+02/5.2-02(=) | 1.00+02/3.7-02(=) | | 3.86+02/5.3+01 | 3.93+02/4.5+01(<) | 4.17+02/7.1+01(<) | 5.00+02/2.1+01(<) | 4.05+02/1.7+00(<) | | 8.51+02/7.6+01 | 8.73+02/1.2+02(<) | 9.20+02/1.5+02(<) | 9.44+02/2.0+01(<) | 8.93+02/4.7+01(<) | | 1.70+05/1.2+06 | 1.77+05/1.3+06(<) | 1.81+05/1.3+06(<) | 2.37+03/6.4+02(>) | 3.56+03/1.7+03(>) | | 1.53+03/7.5+02 | 1.58+03/6.4+02(<) | 1.80+03/7.5+02(<) | 4.52+03/6.2+02(<) | 5.40+03/9.4+02(<) |
| | // | | 19/3/8 | 24/3/3 | 24/2/4 | 20/2/8 |
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