Research Article
An Improved Real-Coded Genetic Algorithm Using the Heuristical Normal Distribution and Direction-Based Crossover
Table 3
Optimization results of various algorithms for the cantilever beam problem.
| Variables and objective function | MOIRCGA | RCGA in reference [50] | IRCGA-1 | IRCGA-2 | IRCGA-3 | SPXMOGA | HGA |
| b1 | 3.0530 | 3.0459 | 3.005 | 3.0602 | 3.0450 | 3.0300 | 3.0442 | h1 | 60.9997 | 60.8969 | 60.004 | 61.2010 | 60.8763 | 59.6231 | 60.8812 | b2 | 2.8062 | 2.8018 | 3.0051 | 2.8160 | 2.8023 | 3.2011 | 2.8022 | h2 | 56.1227 | 56.0168 | 55.10 | 56.3020 | 56.0430 | 55.2301 | 56.0432 | b3 | 2.5236 | 2.5251 | 2.601 | 2.6020 | 2.5253 | 2.5891 | 2.5253 | h3 | 50.4718 | 50.4643 | 50.10 | 50.6970 | 50.5041 | 50.0620 | 50.5041 | b4 | 2.2063 | 2.2252 | 2.31 | 2.2237 | 2.2210 | 2.3001 | 2.2210 | h4 | 44.1253 | 44.4745 | 45.46 | 44.2758 | 44.4170 | 45.5310 | 44.4167 | b5 | 1.7498 | 1.7678 | 1.79 | 1.7513 | 1.7500 | 1.7921 | 1.7499 | h5 | 34.9948 | 34.8462 | 35.004 | 35.0131 | 34.9950 | 34.5863 | 34.9949 | f(x) | 62968.18 | 63044.17 | 64387.29 | 63752.19 | 62984.70 | 65377.86 | 62980.39 |
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