Research Article

An Improved Real-Coded Genetic Algorithm Using the Heuristical Normal Distribution and Direction-Based Crossover

Table 4

The constrained values of various algorithms for cantilever beam problem.

Constrained valuesMOIRCGARCGA in reference [50]IRCGA-1IRCGA-2IRCGA-3SPXMOGAHGA

−0.6458−0.5814−0.1051−0.7479−0.5702−0.0571−0.5691
−0.2675−0.2205−0.5521−0.3551−0.2301−1.1931−0.2299
−0.0000−0.00200.0999−0.2590−0.0126−0.0602−0.0126
−0.0000−0.1158−0.4782−0.0635−0.0860−0.4726−0.0860
−0.0000−0.00370−0.0505−0.0041−0.0003−0.0009−0.0002
−0.0036−0.00074−0.0238−0.2136−0.0005−0.1487−0.0003
−0.0603−0.02241−0.096−0.0030−0.0237−0.9769−0.0028
−0.0013−0.02071−5.002−0.0180−0.0030−8.7919−0.0008
−0.0002−0.03804−1.92−1.3430−0.0019−1.7200−0.0019
−0.0007−0.03109−0.74−0.1982−0.0030−0.4710−0.0033
−0.0012−0.51026−0.796−0.0129−0.0050−1.2557−0.0031