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

Table 7

Average percentage of reduction of energy for Data Cluster 2.

CVRPLib file name	Rate of mutation
	0.0001	0.0025	0.005	0.0075	0.01
X-n1001-k43.vrp	12.827504	11.715805	9.88541	10.448598	8.5876013
X-n294-k50.vrp	25.533544	25.854934	19.708729	18.366514	16.064914
X-n298-k31.vrp	25.725572	25.218533	22.642264	18.163332	16.76971
X-n303-k21.vrp	27.279439	32.206786	26.958772	22.055703	22.331427
X-n308-k13.vrp	37.079786	37.304107	35.981044	30.050856	30.860439
X-n313-k71.vrp	24.308694	23.646315	19.792177	16.502028	15.505046
X-n317-k53.vrp	30.92691	31.23127	28.24586	25.473993	25.535702
X-n322-k28.vrp	25.964802	25.395741	22.888762	21.486427	19.010605
X-n327-k20.vrp	25.915225	28.059972	23.76868	21.030628	20.912205
X-n331-k15.vrp	27.524263	27.977593	25.065238	24.569392	22.226545
X-n336-k84.vrp	24.156591	20.834126	17.204415	13.497206	14.088004
X-n344-k43.vrp	26.146141	23.651449	20.511471	15.331793	15.746694
X-n351-k40.vrp	26.616442	27.407423	23.158878	18.557153	18.888495
X-n359-k29.vrp	24.174821	23.677236	16.568104	16.769655	16.189016
X-n367-k17.vrp	37.507069	36.93659	33.44967	28.866205	28.357283
X-n376-k94.vrp	19.829914	18.384511	16.634847	15.279178	14.862174
X-n384-k52.vrp	22.773069	21.093078	18.998565	15.645967	14.923587
X-n393-k38.vrp	24.073648	23.581917	18.655457	18.284506	13.701024
X-n401-k29.vrp	22.379471	22.160249	18.760097	16.242995	15.404726
X-n411-k19.vrp	40.168322	37.421562	31.271868	27.884874	30.411745
X-n420-k130.vrp	21.897389	21.619467	16.981261	17.189068	13.689977
X-n429-k61.vrp	20.845623	17.722107	18.414669	15.042775	13.250864
X-n439-k37.vrp	25.2498	24.724619	23.048158	20.482543	19.241802
X-n449-k29.vrp	22.699744	18.136894	16.015191	14.389112	14.01591
X-n459-k26.vrp	25.5812	25.288133	21.133864	19.248823	18.753649
X-n469-k138.vrp	16.436619	14.524521	11.857235	11.05651	10.132928
X-n480-k70.vrp	18.390041	17.002514	14.246622	14.659912	12.984294
X-n491-k59.vrp	23.596872	19.402038	15.007576	13.256561	14.380208
X-n502-k39.vrp	28.250292	28.665693	25.821766	23.507696	22.389436
X-n513-k21.vrp	22.116418	19.963564	18.940326	16.178493	14.949564
X-n524-k137.vrp	28.219495	26.851244	20.376538	17.192628	16.736019
X-n536-k96.vrp	23.001011	20.568751	16.76173	16.488653	14.923288
X-n548-k50.vrp	20.281627	19.318569	16.651976	14.723431	14.636057
X-n561-k42.vrp	19.084868	17.423921	14.60639	15.02745	12.550507
X-n573-k30.vrp	24.638549	21.655251	19.526443	17.813234	16.501781
X-n586-k159.vrp	17.464901	15.448383	12.99529	13.177791	12.257662
X-n599-k92.vrp	17.846692	15.155531	13.045469	12.320552	10.514622
X-n613-k62.vrp	17.128463	16.110833	13.362154	12.063181	11.614861
X-n627-k43.vrp	21.567104	17.753015	14.741696	14.799587	13.825805
X-n641-k35.vrp	17.920677	17.321866	14.078229	12.711317	12.318776
X-n655-k131.vrp	15.962562	13.796249	12.337187	11.534519	10.876943
X-n670-k126.vrp	27.925595	25.990998	19.859656	16.643033	14.84004
X-n685-k75.vrp	19.123097	15.352256	13.352629	11.422474	12.132536
X-n701-k44.vrp	14.817606	13.860182	10.16125	11.001818	9.2017285
X-n716-k35.vrp	22.93946	18.60758	16.68929	14.603138	16.022459
X-n733-k159.vrp	17.752462	14.108984	10.329737	12.149165	9.6394828
X-n749-k98.vrp	16.501435	12.987899	11.393273	10.471188	9.3638983
X-n766-k71.vrp	25.594234	25.868375	21.526236	18.644464	14.898724
X-n783-k48.vrp	16.315407	12.343775	11.520721	9.696421	10.501402
X-n801-k40.vrp	16.916469	15.886679	13.943067	13.577301	12.386437
X-n819-k171.vrp	14.896745	14.002887	12.156429	11.572758	10.604485
X-n837-k142.vrp	12.668758	10.664722	8.3282448	9.0021583	7.7984541
X-n856-k95.vrp	15.931693	16.107941	14.412979	12.662221	12.718295
X-n876-k59.vrp	17.512326	14.775116	10.77695	11.211426	11.920959
X-n895-k37.vrp	14.636802	12.045023	11.659649	12.339187	11.006958
X-n916-k207.vrp	11.556926	10.198883	8.571053	8.233212	7.1698279
X-n936-k151.vrp	27.588469	24.401292	17.427975	14.002693	14.131898
X-n957-k87.vrp	15.921267	14.435585	13.276304	12.420921	10.195919
X-n979-k58.vrp	15.763138	12.940315	10.150284	10.668937	9.7730485