Research Article
Machine Learning-Based Parameter Tuned Genetic Algorithm for Energy Minimizing Vehicle Routing Problem
Table 2
Results of the genetic algorithm.
| Selected parameter | Value for the parameter of the genetic algorithm |
| Size of the population | 50 | Size of the generations | 100 | 1000 | Mutation rates | 0.001 | 0.0025 | 0.005 | 0.0075 | 0.01 | 0.001 | 0.0025 | 0.0050 | 0.0075 | 0.01 | Average energy reduction percentage (%) | 26.64 | 26.70 | 24.54 | 22.54 | 21.42 | | 50.04 | 42.95 | 37.60 | 34.04 | Average computational time (100 files) | 1044.6 seconds |
|
|
energy reduction percentage.
|