Research Article
Quasi-Affine Transformation Evolutionary with Double Excellent Guidance
Table 7
Comparison on 50D 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 |
| | 8.15+05/3.3+05 | 6.41+05/2.5+05(>) | 6.64+05/3.1+05(>) | 2.55+08/2.9+07(<) | 1.84+07/3.4+06(<) | | 6.95+03/6.5+03 | 1.37-03/3.4-03(>) | 1.46-04/3.4-04(>) | 3.78+03/3.5+03(>) | 1.93+04/1.4+04(<) | | 2.73-01/2.0-01 | 1.50-03/4.7-03(>) | 3.16-04/9.1-04(>) | 9.86+04/8.6+03(<) | 2.87+03/8.4+02(<) | | 4.96+01/4.1+01 | 4.93+01/3.7+01(>) | 5.05+01/4.2+01(<) | 9.64+01/2.1+00(<) | 1.33+02/3.3+01(<) | | 2.00+01/9.3-02 | 2.07+01/9.0-02(<) | 2.07+01/7.6-02(<) | 2.11+01/3.6-02(<) | 2.06+01/4.6-02(<) | | 8.63+00/4.6+00 | 9.40+00/3.6+00(<) | 1.13+01/4.3+00(<) | 5.74+01/1.3+00(<) | 1.94+01/2.4+00(<) | | 6.60-03/5.5-03 | 2.08-03/4.2-03(>) | 2.27-03/5.2-03(>) | 0.00+00/0.0+00(>) | 8.38-03/1.2-02(<) | | 5.91+01/1.4+01 | 6.87+01/1.6+01(<) | 7.09+01/1.4+01(<) | 2.56+02/1.2+01(<) | 1.44+00/2.7+00(>) | | 1.12+02/2.3+01 | 1.40+02/3.5+01(<) | 1.59+02/3.9+01(<) | 4.21+02/1.4+01(<) | 1.63+02/1.5+01(<) | | 1.36+03/3.5+02 | 1.67+03/5.4+02(<) | 1.69+03/5.2+02(<) | 8.74+03/3.3+02(<) | 6.20+00/1.9+00(>) | | 5.07+03/8.8+02 | 7.34+03/1.3+03(<) | 7.14+03/1.0+03(<) | 1.26+04/3.6+02(<) | 6.60+03/6.2+02(<) | | 1.62-01/6.2-02 | 4.81-01/2.5-01(<) | 4.72-01/2.5-01(<) | 2.85+00/2.2-01(<) | 8.41-01/1.2-01(<) | | 3.94-01/5.7-02 | 4.50-01/9.5-02(<) | 4.64-01/1.0-01(<) | 5.86-01/3.6-02(<) | 4.43-01/3.2-02(<) | | 4.34-01/2.2-01 | 4.40-01/2.2-01(<) | 4.39-01/2.1-01(<) | 3.00-01/2.7-02(>) | 2.18-01/1.7-02(>) | | 8.42+00/2.2+00 | 1.67+01/3.7+00(<) | 1.69+01/4.3+00(<) | 4.08+01/1.7+00(<) | 3.09+01/2.4+00(<) | | 1.94+01/9.8-01 | 1.96+01/8.6-01(<) | 1.99+01/8.2-01(<) | 2.24+01/1.8-01(<) | 1.91+01/4.4-01(>) | | 2.35+04/1.4+04 | 2.65+04/2.1+04(<) | 2.75+04/1.4+04(<) | 1.35+07/1.7+06(<) | 5.19+06/1.1+06(<) | | 8.88+02/9.2+02 | 2.84+02/5.8+02(>) | 2.42+02/1.9+02(>) | 1.37+03/8.9+02(<) | 4.43+04/8.5+04(<) | | 8.65+00/2.0+00 | 8.20+00/2.4+00(>) | 8.88+00/2.4+00(<) | 3.19+01/7.5+00(<) | 1.49+01/6.3+00(<) | | 1.03+02/6.3+01 | 1.14+02/6.3+01(<) | 1.32+02/6.8+01(<) | 4.84+04/8.5+03(<) | 6.29+03/2.2+03(<) | | 5.63+03/4.5+03 | 1.55+04/2.3+04(<) | 9.09+03/7.4+03(<) | 4.20+06/1.1+06(<) | 1.56+06/4.6+05(<) | | 8.76+02/2.4+02 | 1.11+03/2.9+02(<) | 1.07+03/2.9+02(<) | 1.00+03/1.3+02(<) | 7.93+02/1.4+02(>) | | 3.44+02/2.2-07 | 3.44+02/5.3-13(=) | 3.44+02/4.4-13(=) | 3.44+02/4.6-13(=) | 2.68+02/7.3+01(>) | | 2.74+02/2.9+00 | 2.76+02/3.2+00(<) | 2.76+02/3.5+00(<) | 2.58+02/1.1+00(>) | 2.00+02/2.0-03(>) | | 2.07+02/1.4+00 | 2.09+02/2.1+00(<) | 2.07+02/1.7+00(=) | 2.53+02/5.0+00(<) | 2.00+02/0.0+00(>) | | 1.25+02/5.4+01 | 1.44+02/7.9+01(<) | 1.28+02/6.5+01(<) | 1.01+02/4.6-02(>) | 1.49+02/5.0+01(<) | | 5.69+02/8.9+01 | 6.08+02/9.0+01(<) | 6.58+02/9.0+01(<) | 1.57+03/7.7+01(<) | 7.53+02/9.6+01(<) | | 1.33+03/2.8+02 | 1.42+03/3.7+02(<) | 1.44+03/2.7+02(<) | 1.49+03/3.7+01(<) | 1.46+03/1.1+02(<) | | 7.21+05/5.1+06 | 1.77+06/8.8+06(<) | 1.97+06/9.9+06(<) | 3.22+04/1.5+04(>) | 3.44+03/9.0+02(>) | | 9.54+03/9.8+02 | 9.92+03/9.4+02(<) | 9.94+03/8.8+02(<) | 1.63+04/1.7+03(<) | 1.26+04/1.3+03(<) |
| | // | | 22/1/7 | 23/2/5 | 23/1/6 | 21/0/9 |
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