Research Article
Quasi-Affine Transformation Evolutionary with Double Excellent Guidance
Table 1
Comparison on 10D optimization under CEC2013 test suite with different values of parameter
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| QUATRE-DEG | | | | | | | | Mean/std | Mean/std | Mean/std | Mean/std | Mean/std | Mean/std |
| | 5.80-04/8.5-05 | 5.90-04/1.2-04 | 5.97-04/7.9-05 | 6.20-04/1.2-04 | 6.21-04/6.9-05 | 6.73-04/1.0-04 | | 2.68+05/1.1+05 | 3.40+05/1.1+05 | 4.23+05/1.9+05 | 2.63+05/1.6+05 | 3.29+05/1.1+05 | 3.55+05/1.4+05 | | 9.18+06/2.6+07 | 5.44+05/1.0+06 | 6.73+05/1.0+06 | 2.89+05/5.4+05 | 3.20+05/4.9+05 | 2.02+06/3.2+06 | | 2.01+01/1.5+01 | 2.48+01/1.8+01 | 1.79+01/1.1+01 | 2.77+01/1.7+01 | 2.12+01/1.5+01 | 3.45+01/2.8+01 | | 2.82-04/6.7-05 | 2.93-04/3.8-05 | 2.99-04/4.7-05 | 2.80-04/3.5-05 | 3.30-04/6.2-05 | 3.72-04/7.1-05 | | 6.98+00/1.0+01 | 9.43+00/1.1+01 | 3.35+00/1.4+00 | 4.92+00/7.5+00 | 4.47+00/7.7+00 | 4.97+00/7.6+00 | | 1.67+01/8.5+00 | 1.80+01/1.4+01 | 1.86+01/1.0+01 | 2.19+01/1.5+01 | 1.89+01/1.2+01 | 1.30+01/1.2+01 | | 2.10+01/5.3-02 | 2.09+01/7.2-02 | 2.10+01/6.0-02 | 2.10+01/5.1-02 | 2.09+01/5.9-02 | 2.10+01/3.1-02 | | 1.58+01/2.9+00 | 1.41+01/5.5+00 | 1.67+01/5.9+00 | 1.71+01/4.6+00 | 1.79+01/3.9+00 | 1.42+01/5.2+00 | | 6.09-02/1.4-02 | 5.72-02/1.4-02 | 5.72-02/1.4-02 | 5.68-02/1.6-02 | 6.47-02/1.4-02 | 5.88-02/1.0-02 | | 2.23+01/5.0+00 | 2.62+01/8.8+00 | 2.39+01/7.5+00 | 2.03+01/5.9+00 | 1.87+01/3.8+00 | 2.05+01/6.7+00 | | 6.10+01/9.1+00 | 5.16+01/1.5+01 | 6.41+01/1.5+01 | 5.51+01/1.6+01 | 5.64+01/2.0+01 | 5.35+01/1.5+01 | | 1.22+02/3.1+01 | 1.16+02/3.1+01 | 9.83+01/3.3+01 | 1.13+02/2.9+01 | 1.21+02/3.4+01 | 1.03+02/3.5+01 | | 7.67+02/1.9+02 | 6.38+02/2.2+02 | 6.50+02/1.7+02 | 7.10+02/1.4+02 | 7.66+02/2.5+02 | 7.07+02/2.5+02 | | 3.57+03/5.9+02 | 3.85+03/6.2+02 | 3.46+03/6.8+02 | 4.02+03/5.2+02 | 3.75+03/7.2+02 | 3.92+03/5.5+02 | | 3.11-01/2.0-01 | 3.34-01/1.1-01 | 3.59-01/1.2-01 | 3.40-01/1.0-01 | 3.20-01/1.5-01 | 2.42-01/1.1-01 | | 5.41+01/4.8+00 | 5.15+01/6.2+00 | 4.89+01/3.5+00 | 5.02+01/6.1+00 | 4.59+01/4.6+00 | 4.63+01/5.3+00 | | 8.44+01/2.0+01 | 8.87+01/1.7+01 | 8.49+01/1.0+01 | 7.62+01/1.8+01 | 8.12+01/1.1+01 | 7.65+01/1.0+01 | | 3.04+00/7.1-01 | 2.49+00/2.9-01 | 3.05+00/5.8-01 | 2.19+00/5.3-01 | 2.49+00/4.6-01 | 2.41+00/5.0-01 | | 1.16+01/5.5-01 | 1.17+01/4.9-01 | 1.17+01/3.4-01 | 1.12+01/6.4-01 | 1.13+01/4.8-01 | 1.14+01/6.0-01 | | 2.75+02/7.7+01 | 3.18+02/1.1+02 | 3.33+02/8.2+01 | 3.33+02/8.2+01 | 3.28+02/1.0+02 | 2.65+02/8.0+01 | | 1.09+03/2.5+02 | 6.64+02/2.7+02 | 6.45+02/1.3+02 | 7.37+02/2.1+02 | 6.98+02/1.6+02 | 5.98+02/2.5+02 | | 3.86+03/4.1+02 | 4.10+03/5.3+02 | 3.96+03/2.9+02 | 3.90+03/8.2+02 | 3.93+03/4.9+02 | 4.08+03/8.0+02 | | 2.33+02/1.2+01 | 2.30+02/1.2+01 | 2.37+02/8.2+00 | 2.24+02/1.4+01 | 2.29+02/1.6+01 | 2.25+02/1.3+01 | | 2.60+02/9.5+00 | 2.54+02/7.2+00 | 2.55+02/3.5+00 | 2.54+02/8.0+00 | 2.50+02/7.8+00 | 2.52+02/9.3+00 | | 2.69+02/7.2+01 | 2.38+02/6.1+01 | 2.13+02/4.0+01 | 2.51+02/6.5+01 | 2.23+02/4.7+01 | 2.27+02/5.6+01 | | 6.49+02/1.0+02 | 6.39+02/7.1+01 | 6.61+02/1.3+02 | 6.10+02/5.8+01 | 6.11+02/7.3+01 | 6.50+02/7.7+01 | | 3.97+02/3.0+02 | 3.01+02/5.1-02 | 3.01+02/6.9-02 | 3.01+02/9.1-02 | 3.01+02/5.2-02 | 3.01+02/1.1-01 |
| Best quantity | 2 | 4 | 5 | 9 | 4 | 4 |
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