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A Novel Grouping Heuristic Algorithm for the Switch Location Problem Based on a Hybrid Dual Harmony Search Technique

机译:基于混合对偶搜索技术的开关定位问题分组启发式算法

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This manuscript proposes a novel iterative approach for the so-called Switch Location Problem (SLP) based on the hybridization of a group-encoded Harmony Search combinatorial heuristic (GHS) with local search and repair methods. Our contribution over other avantgarde techniques lies on the dual application of the GHS operators over both the assignment and the grouping parts of the encoded solutions. Furthermore, the aforementioned local search and repair procedures account for the compliancy of the iteratively refined candidate solutions with respect to the capacity constraints imposed in the SLP problem. Extensive simulation results done for a wide range of network instances verify that statistically our proposed dual algorithm outperforms all existing evolutionary approaches in the literature for the specific SLP problem at hand. Furthermore, it is shown that by properly selecting different yet optimized values for the operational GHS parameters to the two parts comprising the group-encoded solutions, the algorithm can trade statistical stability (i.e. lower standard deviation of the metric) for accuracy (i.e. lower minimum value of the metric) in the set of performed simulations.
机译:该手稿提出了一种新的迭代方法,该方法基于组编码的和谐搜索组合启发式算法(GHS)与本地搜索和修复方法的混合,来解决所谓的开关位置问题(SLP)。我们对其他前卫技术的贡献在于,GHS运算符在编码解决方案的分配和分组部分上的双重应用。此外,前述的本地搜索和修复过程考虑到迭代精炼的候选解决方案相对于SLP问题中施加的容量约束的合规性。针对广泛的网络实例所做的广泛仿真结果证明,就手头上的特定SLP问题而言,我们提出的对偶算法在统计上胜过文献中所有现有的进化方法。此外,表明通过适当地为包括组编码解的两个部分选择用于操作GHS参数的不同而优化的值,该算法可以为了准确性(即,较低的最小值)而以统计稳定性(即,度量的较低标准偏差)为代价。一组执行的模拟中的指标值)。

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