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Perturbation operator analysis on ILS-RVND algorithm to solve CVRP

机译:ILS-RVND算法扰动操作员分析解决CVRP

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Vehicle Routing Problem (VRP) determines a distribution route of goods with a minimum distance. VRP has many variants, one of them is CVRP that has vehicle capacity constraints. One of algorithms that can be used to determine CVRP solutions is the ILS-RVND algorithm. The calculation of the ILS-RVND algorithm is carried out in a multi-start manner in which each iteration produces different initial solutions. In the ILS-RVND there are two stages of improvement, namely the local search stage and the perturbation stage. In this research, we had an experiment to determine the combination of perturbation operators which produces the most optimum solution. Perturbation operators used in this research are Double Replace, Double Cross, Triple Shift, Triple Replace and Triple Cross. To facilitate the calculation, the program of the CVRP solution with the ILS-RVND algorithm is needed. This program is made using Delphi which then will be tested on different perturbation operators and also a number of different operators. Result from datasets used is that combination of (Double Replace, Triple Shift) gave more optimum result than other combinations of the operators used in the experiment, with only less than 2% of deviation to the best-noted result. This combination can bes used as a reference in implementing perturbation stage in ILS-RVND on other variants of VRP or other datasets.
机译:车辆路由问题(VRP)确定具有最小距离的商品的分销路径。 VRP有许多变体,其中一个是具有车辆容量约束的CVRP。可用于确定CVRP解决方案的算法之一是ILS-RVND算法。 ILS-RVND算法的计算以多开始的方式执行,其中每次迭代产生不同的初始解决方案。在ILS-RVND中,有两个改进阶段,即本地搜索阶段和扰动阶段。在这项研究中,我们有一个实验来确定产生最佳解决方案的扰动算子的组合。本研究中使用的扰动算子是双重替换,双交叉,三移,三倍替换和三十字架。为了便于计算,需要使用ILS-RVND算法的CVRP解决方案的程序。该程序使用Delphi进行,然后将在不同的扰动运算符和许多不同的运营商上进行测试。使用数据集的结果是(双倍替换,三移)的组合给出了实验中使用的操作员的其他组合,只有小于2%的偏差到最佳结果。这种组合可以用作在ILS-RVND中在其他VRP或其他数据集的其他变体上实现扰动阶段的参考。

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