Research Article

Quasi-Affine Transformation Evolutionary with Double Excellent Guidance

Table 3

Comparison on 30D optimization under CEC2013 test suite with different algorithms.

AlgorithmsQUATRE-DEGC- QUATREQUATREMABCIABC
Mean/stdMean/stdMean/stdMean/stdMean/std

6.17-04/1.1-040.00+00/0.0+0(>)2.23-14/6.8-1(>)0.00+00/0.0+0(>)0.00+00/0.0+0(>)
3.16+05/1.5+055.42+05/2.8+0(<)2.60+05/1.0+0(>)6.89+07/1.3+0(<)2.13+07/3.9+0(<)
1.62+06/4.2+064.55+05/1.8+0(>)2.41+06/4.8+0(<)3.35+09/8.6+0(<)4.53+09/1.2+0(<)
2.39+01/1.6+018.33+01/4.9+0(<)1.59+01/1.0E+0(>)8.06+04/1.0+0(<)4.69+04/7.1+0(<)
3.08-04/5.0-059.59-14/4.2-1(>)1.11-13/1.6-1(>)0.00+00/0.0+0(>)0.00+00/0.0+0(>)
5.01+00/8.0+001.05+01/1.3+0(<)6.51+00/1.1+0(<)1.76+01/8.9+0(<)3.59+01/2.4+0(<)
1.39+01/1.0+018.53+00/7.8+0(>)2.17+01/1.5+0(<)9.79+01/8.1+0(<)9.64+01/8.2+0(<)
2.09+01/5.6-022.10+01/5.9-0(<)2.10+01/5.0-0(<)2.09+01/5.3-0(=)2.09+01/6.1-0(=)
1.65+01/5.3+001.51+01/5.6+0(>)1.69+01/6.3+0(<)3.43+01/1.2+0(<)2.92+01/1.9+0(<)
5.98-02/1.4-022.69-02/1.7-0(<)2.48-02/1.6-0(>)6.22-01/5.0-0(<)2.25+00/7.4-0(<)
2.25+01/5.6+001.91+01/5.1+0(>)2.69+01/7.2+0(<)9.60+01/8.0+0(<)0.00+00/0.0+0(>)
6.19+01/1.9+018.75+01/2.4+0(<)7.87+01/2.5+0(<)2.28+02/1.2+0(<)2.84+02/1.2+0(<)
1.12+02/2.8+011.13+02/3.0+0(<)1.25+02/3.0+0(<)2.25+02/1.4+0(<)2.83+02/2.4+0(<)
6.88+02/2.7+026.48+02/2.8+0(>)8.74+02/3.2+0(<)4.14+03/2.8+0(<)9.08+01/3.2+0(>)
3.77+03/6.1+025.59+03/8.8+0(<)5.23+03/6.2+0(<)7.37+03/2.9+0(<)5.00+03/4.2+0(<)
3.01-01/1.6-012.43+00/3.6-0(<)2.51+00/4.2-0(<)2.43+00/2.7-0(<)2.20+00/2.5-0(<)
4.71+01/4.9+004.94+01/5.5+0(<)5.46+01/6.8+0(<)1.43+02/8.9+0(<)3.08+01/1.8-0(>)
8.61+01/2.5+011.74+02/2.3+0(<)1.69+02/2.4+0(<)2.52+02/9.2+0(<)3.30+02/2.8+0(<)
2.53+00/5.5-013.23+00/7.4-0(<)3.47+00/7.4-0(<)1.33+01/1.0+0(<)2.75+00/5.1-0(<)
1.14+01/6.0-011.19+01/5.6-0(<)1.18+01/5.8-0(<)1.38+01/2.7-0(<)1.30+01/3.0-0(<)
2.93+02/7.5+012.93+02/8.8+0(=)2.84+02/6.5+0(>)2.61+02/4.9+0(>)3.28+02/5.8+0(<)
6.09+02/2.6+026.47+02/2.4+0(<)8.62+02/3.0+0(<)4.68+03/2.2+0(<)1.23+02/3.0+0(>)
3.92+03/7.6+025.58+03/6.3+0(<)5.37+03/8.0+0(<)7.86+03/3.0+0(<)5.82+03/5.1+0(<)
2.31+02/1.1+012.32+02/1.4+0(<)2.37+02/1.2+0(<)2.87+02/3.4+0(<)2.53+02/5.9+0(<)
2.51+02/7.4+002.53+02/7.0+0(<)2.59+02/7.9+0(<)2.94+02/4.2+0(<)2.63+02/2.6+0(<)
2.47+02/6.5+012.56+02/6.5+0(<)2.58+02/6.8+0(<)2.08+02/1.5+0(>)2.00+02/5.4-0(>)
6.43+02/1.1+026.34+02/1.0+0(>)6.51+02/1.0+0(<)1.12+03/1.5+0(<)8.71+02/1.0+0(<)
3.22+02/1.5+023.83+02/2.9+0(<)3.16+02/1.4+0(>)3.00+02/3.4-1(>)2.80+02/6.0+0(>)

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