Research Article
Quasi-Affine Transformation Evolutionary with Double Excellent Guidance
Table 5
Comparison on 10D 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 |
| | 2.84-01/2.0-01 | 1.20-10/1.8-10(>) | 6.59-08/7.5-08(>) | 1.34+05/6.7+04(<) | 3.14+05/1.3+05(<) | | 5.82+00/2.9+01 | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | 1.08+02/1.5+02(<) | 4.47+02/5.1+02(<) | | 1.14-03/3.8-04 | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | 1.50+02/2.5+02(<) | 1.44+02/8.5+01(<) | | 2.36+01/1.6+01 | 2.10+01/1.7+01(>) | 2.17+01/1.6+01(>) | 1.16+00/1.4+00(>) | 1.12+00/1.7+00(>) | | 1.96+01/2.8+00 | 2.02+01/5.5-02(<) | 1.90+01/4.8+00(>) | 1.99+01/1.2+00(<) | 1.40+01/8.8+00(>) | | 2.33-01/3.6-01 | 6.54-01/7.8-01(<) | 4.09-01/6.2-01(<) | 6.54-01/4.2-01(<) | 3.61-01/2.9-01(<) | | 9.98-02/4.8-02 | 8.97-02/6.8-02(>) | 1.03-01/6.1-02(<) | 1.36-02/1.5-02(>) | 1.36-02/1.3-02(>) | | 2.69+00/1.5+00 | 3.02+00/1.4+00(<) | 3.06+00/1.7+00(<) | 0.00+00/0.0+00(>) | 0.00+00/0.0+00(>) | | 7.92+00/4.1+00 | 9.30+00/4.0+00(<) | 9.35+00/4.4+00(<) | 9.07+00/2.0+00(<) | 5.25+00/1.5+00(>) | | 4.23+01/6.4+01 | 7.09+01/7.5+01(<) | 6.07+01/6.3+01(<) | 1.88+00/2.9+00(>) | 1.63-01/7.2-02(>) | | 3.48+02/2.1+02 | 3.89+02/1.9+02(<) | 3.32+02/2.2+02(>) | 5.28+02/1.1+02(<) | 1.50+02/8.6+01(>) | | 2.30-02/2.6-02 | 3.16-01/1.8-01(<) | 2.75-01/1.9-01(<) | 4.50-01/1.1-01(<) | 3.56-01/8.0-02(<) | | 1.17-01/3.2-02 | 1.48-01/7.8-02(<) | 1.48-01/6.1-02(<) | 1.83-01/3.1-02(<) | 1.71-01/2.6-02(<) | | 1.07-01/4.2-02 | 1.52-01/5.9-02(<) | 1.58-01/5.2-02(<) | 1.86-01/3.1-02(<) | 1.44-01/2.6-02(<) | | 8.24-01/2.7-01 | 1.30+00/4.5-01(<) | 1.06+00/4.2-01(<) | 1.33+00/2.2-01(<) | 1.00+00/1.9-01(<) | | 1.79+00/5.6-01 | 1.93+00/5.5-01(<) | 1.94+00/5.5-01(<) | 2.72+00/1.6-01(<) | 1.80+00/3.2-01(<) | | 8.07+01/7.4+01 | 8.26+01/8.0+01(<) | 9.87+01/6.7+01(<) | 9.45+03/6.1+03(<) | 1.82+04/1.7+04(<) | | 2.74+00/2.9+00 | 2.39+00/2.0+00(<) | 3.87+00/4.4+00(<) | 3.67+02/2.9+02(<) | 2.45+03/1.4+03(<) | | 3.94-01/4.6-01 | 8.26-01/9.7-01(<) | 7.46-01/7.6-01(<) | 8.59-01/2.4-01(<) | 3.95-01/3.1-01(<) | | 1.09+00/8.2-01 | 1.15+00/7.1-01(<) | 1.92+00/2.5+00(<) | 1.14+02/1.0+02(<) | 3.72+02/3.6+02(<) | | 3.13+01/4.7+01 | 5.02+01/6.0+01(<) | 5.19+01/6.2+01(<) | 1.02+03/9.4+02(<) | 2.82+03/1.9+03(<) | | 1.15+01/1.1+01 | 8.59+00/1.1+01(>) | 1.60+01/3.0+01(<) | 5.96-01/7.3-01(>) | 5.77+00/1.8+01(>) | | 3.29+02/8.1-07 | 3.29+02/2.9-13(=) | 3.29+02/2.9-13(=) | 3.18+02/4.8+01(>) | 3.19+02/6.5+01(>) | | 1.19+02/4.9+00 | 1.18+02/6.1+00(>) | 1.19+02/5.8+00(<) | 1.16+02/3.4+00(>) | 1.09+02/3.6+00(>) | | 1.73+02/3.8+01 | 1.85+02/3.3+01(<) | 1.76+02/3.7+01(<) | 1.52+02/7.3+00(>) | 1.34+02/6.3+00(>) | | 1.00+02/4.1-02 | 1.00+02/7.4-02(=) | 1.00+02/7.0-02(=) | 1.00+02/4.8-02(=) | 1.00+02/2.4-02(=) | | 2.25+02/1.8+02 | 2.28+02/1.9+02(<) | 2.30+02/1.7+02(<) | 3.38+01/7.2+01(>) | 4.69+01/1.2+02(>) | | 4.06+02/5.4+01 | 4.24+02/7.6+01(<) | 4.32+02/6.0+01(<) | 3.62+02/4.9+00(>) | 3.69+02/8.9+01(>) | | 4.20+04/3.0+05 | 1.17+05/4.7+05(<) | 1.22+05/4.9+05(<) | 3.56+02/5.4+01(>) | 4.04+02/7.0+01(>) | | 5.18+02/7.5+01 | 5.56+02/1.9+02(<) | 5.46+02/1.3+02(<) | 5.23+02/3.2+01(<) | 5.46+02/4.6+01(<) |
| | // | | 20/2/8 | 22/2/6 | 18/1/11 | 15/1/14 |
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