Research Article
A Novel Teaching-Learning-Based Optimization with Laplace Distribution and Experience Exchange
Table 4
Results of five algorithms for 30 independent runs on 6 test functions of 30 dimensions.
| | Function | Result | ETLBO | NSTLBO | TLBMO | TLBODE | LETLBO |
| | F1 | SD | 1.13 E+01–2.36e-06 | 1.23 E+01–1.07e-06 | 1.63 E+01–2.61e-10 | 1.18 E+01–3.18e-08 | 1.10 E+012.11E-10 | | F2 | SD | 6.02 E+01 + 1.24E-07 | 8.38 E+01–2.14e-08< | 9.12 E+01–2.46e-09 | 6.26 E+01–1.98e-08 | 6.03 E+013.24E-08 | | F3 | SD | 2.61 E+01–1.43e-01 | 2.76 E+01–4.46e-01 | 2.88 E+01–6.38e-01 | 2.65 E+01–5.62e-01 | 2.57 E+013.39E-01 | | F4 | SD | 4.92 E+031.89 E+03 | 4.93 E+032.35 E+03 | 5.21 E+031.54 E+03 | 4.98 E+031.08 E+03 | 4.89 E+031.10 E+03 | | F5 | SD | 3.47 E+00 ≈ 4.65E-01 | 3.47 E+00 ≈ 6.38E-01 | 3.47 E+00 ≈ 7.48E-01 | 3.47 E+00 ≈ 1.67E-01 | 3.47 E+002.93E-01 | | F6 | SD | 1.20 E+01–2.24e-01 | 1.23 E+01–4.19e-01 | 1.27 E+01–5.56e-01 | 1.21 E+01 ≈ 4.13E-01 | 1.21 E+011.30E-01 | | | − | 4 | 5 | 5 | 4 | | | + | 1 | 0 | 0 | 0 | | ≈ | 1 | 1 | 1 | 2 |
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