Research Article

Developing Programming Tools to Handle Traveling Salesman Problem by the Three Object-Oriented Languages

Table 5

Required runtime for generational GA with each crossover.

ā€‰ā€‰BestAverageWorstSTDEV

kroA100GSX1.7622.0652.8390.296
PMX1.6232.5863.6190.531
EPMX2.1372.6663.3540.368
OX1.8882.4063.0420.419
VGX2.4642.9924.5870.589
DPX1.2641.7552.1690.324
IGX2.1062.6653.9160.467

a280GSX3.2293.5024.1180.301
PMX3.94.2895.0380.467
EPMX3.6353.9284.7890.392
OX2.6213.4294.0560.314
VGX4.8985.2426.3490.463
DPX3.764.0634.820.355
IGX3.6353.8954.7730.292

lin318GSX14.1818.25723.3382.206
PMX16.83223.55428.9223.171
EPMX15.81821.30427.3013.186
OX13.58818.71326.8943.262
VGX18.79822.93830.0312.813
DPX13.02617.73523.7432.702
IGX24.35128.8934.6173.172

att532GSX32.96244.43460.847.568
PMX46.30163.01695.75312.268
EPMX42.35456.37383.38210.394
OX33.05645.85369.7637.809
VGX64.78679.721101.4479.776
DPX38.89146.85664.6936.75
IGX50.73169.30499.18513.961

rat783GSX37.45646.62856.3014.659
PMX57.9775.219100.82310.811
EPMX48.70464.1592.25910.477
OX36.45745.40758.4065.957
VGX101.26130.538173.28523.599
DPX51.35564.81681.7138.804
IGX50.8461.56992.6189.933

pr1002GSX74.443108.473148.09116.73
PMX137.483164.007210.80420.737
EPMX121.586142.91176.17116.68
OX83.429120.811180.77422.516
VGX247.057316.199403.24540.551
DPX106.158127.228146.43710.286
IGX174.814238.014279.91226.608