Research Article

Bilevel Optimization for the Hazmat Transportation Problem with Lane Reservation

Table 7

Computational comparison of medium scale and large scale between EX-PSO-EX and EX-GA-EX with ,  = 0.1,  = 0.1, and  = 0.7 (sets 16–30).

Set|N||A|EX-PSO-EXEX-GA-EX
CPU time (sec)CPU time (sec)
Average SolutionBest SolutionStandard DeviationAverage SolutionBest SolutionStandard Deviation

16201260.2460.2260.0122.6870.2070.2060.0024.123
17302860.2820.2650.0113.9070.2360.2340.0025.891
18405260.3010.2860.0087.2100.2700.2680.0039.343
19456340.2940.2730.0109.0340.2400.2290.00914.835
20507820.2210.1990.01110.7160.1860.1820.00218.005
21559360.3260.2980.01411.9640.2780.2670.00717.348
226011140.3050.2830.01114.0800.2630.2570.00423.276
236512980.3080.2820.01015.8000.2540.2460.00623.730
247014980.2730.2560.00818.0950.2400.2360.00326.656
257517160.2700.2450.01220.7530.2270.2200.00636.752
268019540.3010.2790.01424.9100.2480.2320.00947.277
278521520.3080.2830.01230.8850.2640.2590.00560.051
289024040.2870.2730.01034.5000.2440.2370.00468.128
299527100.3290.3110.01038.9000.2940.2870.00575.828
3010029480.2840.2710.00742.4840.2440.2360.00585.214