Research Article

Machine Learning-Based Parameter Tuned Genetic Algorithm for Energy Minimizing Vehicle Routing Problem

Table 3

Detailed results of the GA.

CVRPLib file name Rate of mutation
0.00100.00250.00500.00750.0100

X-n1001-k43.vrp12.8010311.8882710.859369.6940299.556848
X-n101-k25.vrp32.0267835.7592337.5684140.0093935.55532
X-n106-k14.vrp30.2771733.8113734.2668635.7688133.72598
X-n110-k13.vrp33.9524240.2099342.4910639.0052436.37393
X-n115-k10.vrp50.8119352.3791755.0978754.9292953.33978
X-n120-k6.vrp42.1156445.0989943.399844.3518642.59954
X-n125-k30.vrp26.5218329.6325531.0167927.3924327.4007
X-n129-k18.vrp31.6639633.71534.862532.7909632.22348
X-n134-k13.vrp37.7592242.524942.5206742.5767940.28671
X-n139-k10.vrp37.3623738.8200138.7430736.6286935.8474
X-n143-k7.vrp37.5420743.3877641.2839537.8423737.53593
X-n148-k46.vrp31.9344133.5338534.0409532.4535730.09326
X-n153-k22.vrp49.4506449.8133354.3299752.7886545.06589
X-n157-k13.vrp42.8648146.9811145.7217142.5645942.47363
X-n162-k11.vrp34.2792238.1787438.7705637.8385335.89787
X-n167-k10.vrp31.6220435.8566237.113333.4599532.22809
X-n172-k51.vrp28.9955734.8048836.5606429.3789827.77682
X-n176-k26.vrp39.4441941.2380540.6956639.1528236.88177
X-n181-k23.vrp30.2202233.8477132.5761430.7892127.88417
X-n186-k15.vrp34.7580635.9441133.8789829.6761630.61732
X-n190-k8.vrp34.5324836.5940836.8107936.8240232.81114
X-n195-k51.vrp31.7822832.8565329.3049726.4244522.69677
X-n200-k36.vrp27.088528.6088925.9626324.4972823.69031
X-n204-k19.vrp31.7024333.9243130.4407731.1799127.19798
X-n209-k16.vrp31.6046732.0520629.8541127.8436124.32678
X-n214-k11.vrp32.5519335.0446533.9107929.8693164.77444
X-n219-k73.vrp20.1057122.677020.884119.146217.90529
X-n223-k34.vrp30.4086030.1402829.8921125.9853920.03798
X-n228-k23.vrp45.0447145.6456245.3816240.0922335.30641
X-n233-k16.vrp31.9080333.265533.2240225.1993825.45072
X-n237-k14.vrp32.5516132.6814131.2028430.682328.61488
X-n242-k48.vrp23.9180726.6161720.9065219.3190214.68955
X-n247-k47.vrp35.537838.5313536.3379730.1168229.20752
X-n251-k28.vrp30.0146328.4743824.6587524.2070622.11476
X-n256-k16.vrp33.2546634.1915634.2538128.9262325.92442
X-n261-k13.vrp29.7096730.7120428.4966724.9928623.82931
X-n266-k58.vrp23.8877426.9713222.613717.3903516.23727
X-n270-k35.vrp27.8847828.6957824.8001822.3473920.61391
X-n275-k28.vrp31.9418132.2252431.5502529.1668726.01753
X-n280-k17.vrp36.4000240.2880537.49231.210732.18607
X-n284-k15.vrp29.2436229.2229725.8405124.3186722.31105
X-n289-k60.vrp26.0324424.452421.3754917.7100216.30786
X-n294-k50.vrp27.2933426.1261422.594118.2000616.88417
X-n298-k31.vrp27.3821825.4156222.3908218.8612519.93721
X-n303-k21.vrp27.9197731.2033725.2325924.3588520.68154
X-n308-k13.vrp33.3906636.7323435.5000932.0883331.20307
X-n313-k71.vrp24.2840423.1879619.8139118.2360616.86009
X-n317-k53.vrp32.0876631.8660628.4257225.0081425.18776
X-n322-k28.vrp25.1243727.0539623.1543521.1187417.37640
X-n327-k20.vrp26.2665326.1233522.9844521.7028520.14563
X-n331-k15.vrp29.4478428.3636627.5754425.0283722.02214
X-n336-k84.vrp22.631822.9001918.0280216.1529514.52159
X-n344-k43.vrp24.3239125.1319622.0290821.0002917.65428
X-n351-k40.vrp27.6880926.0181923.8385322.7327318.48367
X-n359-k29.vrp21.8409221.2380117.3572915.6980813.77700
X-n367-k17.vrp38.1921333.3016631.8644127.1217624.79421
X-n376-k94.vrp20.0936120.0872517.4390014.5560215.48883
X-n384-k52.vrp23.5808523.2908718.436117.4120114.50117
X-n393-k38.vrp25.3069822.7210419.7567717.3270216.88916
X-n401-k29.vrp23.3923121.5743918.2495118.1334416.87411
X-n411-k19.vrp39.5856037.5824231.9609728.8997225.96533
X-n420-k130.vrp22.0235721.3711517.8214915.2668613.76679
X-n429-k61.vrp22.7680519.7525215.0703612.9787114.51224
X-n439-k37.vrp23.9048425.447822.0363619.6478519.02882
X-n449-k29.vrp22.5856218.9451316.5137414.8347113.86315
X-n459-k26.vrp25.0188625.3520221.5382619.5627719.13728
X-n469-k138.vrp15.9885114.6917313.0068610.6889110.80067
X-n480-k70.vrp20.1746218.2882613.2134213.5010812.19322
X-n491-k59.vrp22.3571517.4045616.1280713.9202912.32098
X-n502-k39.vrp29.4375228.9330025.5821323.7136622.40697
X-n513-k21.vrp20.6605622.1982917.6671117.3823115.59318
X-n524-k137.vrp29.2555225.0068921.9462018.4201516.28576
X-n536-k96.vrp22.0004621.2678515.2178714.8460213.92225
X-n548-k50.vrp20.2166419.1024916.7335817.2826915.87240
X-n561-k42.vrp19.3224117.7535514.0608712.4187912.15678
X-n573-k30.vrp24.0124823.3979919.7264218.8580616.65078
X-n586-k159.vrp17.8485314.2869213.7055610.9132810.95873
X-n599-k92.vrp17.8138815.0900512.1236611.2973410.65991
X-n613-k62.vrp19.5832615.6124513.3229611.9859111.20262
X-n627-k43.vrp21.2421618.581715.7230613.5617715.04474
X-n641-k35.vrp17.0843616.3948513.3608213.6428311.30660
X-n655-k131.vrp15.4828814.8892712.5474112.2573711.85345
X-n670-k126.vrp28.7178826.8519020.3101619.5544617.42389
X-n685-k75.vrp18.4574815.0603812.0745010.9430011.51439
X-n701-k44.vrp16.5798512.7632811.404179.3796798.427837
X-n716-k35.vrp20.8605619.2773216.9075514.8537215.44707
X-n733-k159.vrp17.9619215.1785412.2010810.389588.888177
X-n749-k98.vrp15.7465214.8090010.8973311.002629.564129
X-n766-k71.vrp27.5491124.852919.9621216.1943113.99631
X-n783-k48.vrp16.5025511.8870510.2250412.0737910.41174
X-n801-k40.vrp17.8766716.7714114.9901613.3033213.53483
X-n819-k171.vrp14.4209313.7499511.6328211.5853911.08715
X-n837-k142.vrp13.1093810.779779.6348307.9122959.019517
X-n856-k95.vrp16.635915.1970613.4604113.2430112.79089
X-n876-k59.vrp16.9976612.4984613.2847110.7594211.86574
X-n895-k37.vrp15.0029614.376213.1179311.6172210.35098
X-n916-k207.vrp11.6190210.472198.5325567.7261927.366569
X-n936-k151.vrp25.0309524.1324417.1930014.2676214.49740
X-n957-k87.vrp14.7751014.1109512.4437412.3369611.75502
X-n979-k58.vrp14.6989312.2592011.477499.9186819.964106