Research Article

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

Table 2

Results of the genetic algorithm.

Selected parameterValue for the parameter of the genetic algorithm

Size of the population 50
Size of the generations1001000
Mutation rates0.0010.00250.0050.00750.010.0010.00250.00500.00750.01
Average energy reduction percentage (%)26.6426.7024.5422.5421.4250.0442.9537.6034.04
Average computational time (100 files)1044.6 seconds

energy reduction percentage.