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 | 0.0010 | 0.0025 | 0.0050 | 0.0075 | 0.0100 |
| X-n1001-k43.vrp | 12.80103 | 11.88827 | 10.85936 | 9.694029 | 9.556848 | X-n101-k25.vrp | 32.02678 | 35.75923 | 37.56841 | 40.00939 | 35.55532 | X-n106-k14.vrp | 30.27717 | 33.81137 | 34.26686 | 35.76881 | 33.72598 | X-n110-k13.vrp | 33.95242 | 40.20993 | 42.49106 | 39.00524 | 36.37393 | X-n115-k10.vrp | 50.81193 | 52.37917 | 55.09787 | 54.92929 | 53.33978 | X-n120-k6.vrp | 42.11564 | 45.09899 | 43.3998 | 44.35186 | 42.59954 | X-n125-k30.vrp | 26.52183 | 29.63255 | 31.01679 | 27.39243 | 27.4007 | X-n129-k18.vrp | 31.66396 | 33.715 | 34.8625 | 32.79096 | 32.22348 | X-n134-k13.vrp | 37.75922 | 42.5249 | 42.52067 | 42.57679 | 40.28671 | X-n139-k10.vrp | 37.36237 | 38.82001 | 38.74307 | 36.62869 | 35.8474 | X-n143-k7.vrp | 37.54207 | 43.38776 | 41.28395 | 37.84237 | 37.53593 | X-n148-k46.vrp | 31.93441 | 33.53385 | 34.04095 | 32.45357 | 30.09326 | X-n153-k22.vrp | 49.45064 | 49.81333 | 54.32997 | 52.78865 | 45.06589 | X-n157-k13.vrp | 42.86481 | 46.98111 | 45.72171 | 42.56459 | 42.47363 | X-n162-k11.vrp | 34.27922 | 38.17874 | 38.77056 | 37.83853 | 35.89787 | X-n167-k10.vrp | 31.62204 | 35.85662 | 37.1133 | 33.45995 | 32.22809 | X-n172-k51.vrp | 28.99557 | 34.80488 | 36.56064 | 29.37898 | 27.77682 | X-n176-k26.vrp | 39.44419 | 41.23805 | 40.69566 | 39.15282 | 36.88177 | X-n181-k23.vrp | 30.22022 | 33.84771 | 32.57614 | 30.78921 | 27.88417 | X-n186-k15.vrp | 34.75806 | 35.94411 | 33.87898 | 29.67616 | 30.61732 | X-n190-k8.vrp | 34.53248 | 36.59408 | 36.81079 | 36.82402 | 32.81114 | X-n195-k51.vrp | 31.78228 | 32.85653 | 29.30497 | 26.42445 | 22.69677 | X-n200-k36.vrp | 27.0885 | 28.60889 | 25.96263 | 24.49728 | 23.69031 | X-n204-k19.vrp | 31.70243 | 33.92431 | 30.44077 | 31.17991 | 27.19798 | X-n209-k16.vrp | 31.60467 | 32.05206 | 29.85411 | 27.84361 | 24.32678 | X-n214-k11.vrp | 32.55193 | 35.04465 | 33.91079 | 29.86931 | 64.77444 | X-n219-k73.vrp | 20.10571 | 22.6770 | 20.8841 | 19.1462 | 17.90529 | X-n223-k34.vrp | 30.40860 | 30.14028 | 29.89211 | 25.98539 | 20.03798 | X-n228-k23.vrp | 45.04471 | 45.64562 | 45.38162 | 40.09223 | 35.30641 | X-n233-k16.vrp | 31.90803 | 33.2655 | 33.22402 | 25.19938 | 25.45072 | X-n237-k14.vrp | 32.55161 | 32.68141 | 31.20284 | 30.6823 | 28.61488 | X-n242-k48.vrp | 23.91807 | 26.61617 | 20.90652 | 19.31902 | 14.68955 | X-n247-k47.vrp | 35.5378 | 38.53135 | 36.33797 | 30.11682 | 29.20752 | X-n251-k28.vrp | 30.01463 | 28.47438 | 24.65875 | 24.20706 | 22.11476 | X-n256-k16.vrp | 33.25466 | 34.19156 | 34.25381 | 28.92623 | 25.92442 | X-n261-k13.vrp | 29.70967 | 30.71204 | 28.49667 | 24.99286 | 23.82931 | X-n266-k58.vrp | 23.88774 | 26.97132 | 22.6137 | 17.39035 | 16.23727 | X-n270-k35.vrp | 27.88478 | 28.69578 | 24.80018 | 22.34739 | 20.61391 | X-n275-k28.vrp | 31.94181 | 32.22524 | 31.55025 | 29.16687 | 26.01753 | X-n280-k17.vrp | 36.40002 | 40.28805 | 37.492 | 31.2107 | 32.18607 | X-n284-k15.vrp | 29.24362 | 29.22297 | 25.84051 | 24.31867 | 22.31105 | X-n289-k60.vrp | 26.03244 | 24.4524 | 21.37549 | 17.71002 | 16.30786 | X-n294-k50.vrp | 27.29334 | 26.12614 | 22.5941 | 18.20006 | 16.88417 | X-n298-k31.vrp | 27.38218 | 25.41562 | 22.39082 | 18.86125 | 19.93721 | X-n303-k21.vrp | 27.91977 | 31.20337 | 25.23259 | 24.35885 | 20.68154 | X-n308-k13.vrp | 33.39066 | 36.73234 | 35.50009 | 32.08833 | 31.20307 | X-n313-k71.vrp | 24.28404 | 23.18796 | 19.81391 | 18.23606 | 16.86009 | X-n317-k53.vrp | 32.08766 | 31.86606 | 28.42572 | 25.00814 | 25.18776 | X-n322-k28.vrp | 25.12437 | 27.05396 | 23.15435 | 21.11874 | 17.37640 | X-n327-k20.vrp | 26.26653 | 26.12335 | 22.98445 | 21.70285 | 20.14563 | X-n331-k15.vrp | 29.44784 | 28.36366 | 27.57544 | 25.02837 | 22.02214 | X-n336-k84.vrp | 22.6318 | 22.90019 | 18.02802 | 16.15295 | 14.52159 | X-n344-k43.vrp | 24.32391 | 25.13196 | 22.02908 | 21.00029 | 17.65428 | X-n351-k40.vrp | 27.68809 | 26.01819 | 23.83853 | 22.73273 | 18.48367 | X-n359-k29.vrp | 21.84092 | 21.23801 | 17.35729 | 15.69808 | 13.77700 | X-n367-k17.vrp | 38.19213 | 33.30166 | 31.86441 | 27.12176 | 24.79421 | X-n376-k94.vrp | 20.09361 | 20.08725 | 17.43900 | 14.55602 | 15.48883 | X-n384-k52.vrp | 23.58085 | 23.29087 | 18.4361 | 17.41201 | 14.50117 | X-n393-k38.vrp | 25.30698 | 22.72104 | 19.75677 | 17.32702 | 16.88916 | X-n401-k29.vrp | 23.39231 | 21.57439 | 18.24951 | 18.13344 | 16.87411 | X-n411-k19.vrp | 39.58560 | 37.58242 | 31.96097 | 28.89972 | 25.96533 | X-n420-k130.vrp | 22.02357 | 21.37115 | 17.82149 | 15.26686 | 13.76679 | X-n429-k61.vrp | 22.76805 | 19.75252 | 15.07036 | 12.97871 | 14.51224 | X-n439-k37.vrp | 23.90484 | 25.4478 | 22.03636 | 19.64785 | 19.02882 | X-n449-k29.vrp | 22.58562 | 18.94513 | 16.51374 | 14.83471 | 13.86315 | X-n459-k26.vrp | 25.01886 | 25.35202 | 21.53826 | 19.56277 | 19.13728 | X-n469-k138.vrp | 15.98851 | 14.69173 | 13.00686 | 10.68891 | 10.80067 | X-n480-k70.vrp | 20.17462 | 18.28826 | 13.21342 | 13.50108 | 12.19322 | X-n491-k59.vrp | 22.35715 | 17.40456 | 16.12807 | 13.92029 | 12.32098 | X-n502-k39.vrp | 29.43752 | 28.93300 | 25.58213 | 23.71366 | 22.40697 | X-n513-k21.vrp | 20.66056 | 22.19829 | 17.66711 | 17.38231 | 15.59318 | X-n524-k137.vrp | 29.25552 | 25.00689 | 21.94620 | 18.42015 | 16.28576 | X-n536-k96.vrp | 22.00046 | 21.26785 | 15.21787 | 14.84602 | 13.92225 | X-n548-k50.vrp | 20.21664 | 19.10249 | 16.73358 | 17.28269 | 15.87240 | X-n561-k42.vrp | 19.32241 | 17.75355 | 14.06087 | 12.41879 | 12.15678 | X-n573-k30.vrp | 24.01248 | 23.39799 | 19.72642 | 18.85806 | 16.65078 | X-n586-k159.vrp | 17.84853 | 14.28692 | 13.70556 | 10.91328 | 10.95873 | X-n599-k92.vrp | 17.81388 | 15.09005 | 12.12366 | 11.29734 | 10.65991 | X-n613-k62.vrp | 19.58326 | 15.61245 | 13.32296 | 11.98591 | 11.20262 | X-n627-k43.vrp | 21.24216 | 18.5817 | 15.72306 | 13.56177 | 15.04474 | X-n641-k35.vrp | 17.08436 | 16.39485 | 13.36082 | 13.64283 | 11.30660 | X-n655-k131.vrp | 15.48288 | 14.88927 | 12.54741 | 12.25737 | 11.85345 | X-n670-k126.vrp | 28.71788 | 26.85190 | 20.31016 | 19.55446 | 17.42389 | X-n685-k75.vrp | 18.45748 | 15.06038 | 12.07450 | 10.94300 | 11.51439 | X-n701-k44.vrp | 16.57985 | 12.76328 | 11.40417 | 9.379679 | 8.427837 | X-n716-k35.vrp | 20.86056 | 19.27732 | 16.90755 | 14.85372 | 15.44707 | X-n733-k159.vrp | 17.96192 | 15.17854 | 12.20108 | 10.38958 | 8.888177 | X-n749-k98.vrp | 15.74652 | 14.80900 | 10.89733 | 11.00262 | 9.564129 | X-n766-k71.vrp | 27.54911 | 24.8529 | 19.96212 | 16.19431 | 13.99631 | X-n783-k48.vrp | 16.50255 | 11.88705 | 10.22504 | 12.07379 | 10.41174 | X-n801-k40.vrp | 17.87667 | 16.77141 | 14.99016 | 13.30332 | 13.53483 | X-n819-k171.vrp | 14.42093 | 13.74995 | 11.63282 | 11.58539 | 11.08715 | X-n837-k142.vrp | 13.10938 | 10.77977 | 9.634830 | 7.912295 | 9.019517 | X-n856-k95.vrp | 16.6359 | 15.19706 | 13.46041 | 13.24301 | 12.79089 | X-n876-k59.vrp | 16.99766 | 12.49846 | 13.28471 | 10.75942 | 11.86574 | X-n895-k37.vrp | 15.00296 | 14.3762 | 13.11793 | 11.61722 | 10.35098 | X-n916-k207.vrp | 11.61902 | 10.47219 | 8.532556 | 7.726192 | 7.366569 | X-n936-k151.vrp | 25.03095 | 24.13244 | 17.19300 | 14.26762 | 14.49740 | X-n957-k87.vrp | 14.77510 | 14.11095 | 12.44374 | 12.33696 | 11.75502 | X-n979-k58.vrp | 14.69893 | 12.25920 | 11.47749 | 9.918681 | 9.964106 |
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