2交换邻居系统下TSP实例的复杂性研究

Leticia Hernando, J. A. Pascual, A. Mendiburu, J. A. Lozano
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引用次数: 11

摘要

这项工作与寻找组合优化问题实例的复杂性度量有关。特别地,我们研究了2交换邻居系统下旅行商问题随机实例的复杂性。我们提出了复杂度的两个描述符:全局最优的吸引盆地大小占搜索空间大小的比例和不同的局部最优数量占搜索空间大小的比例。我们已经分析了这些描述符随着问题规模的增长而演变的过程。在此之后,使用我们的复杂性度量,我们发现实例的复杂性存在相变现象。
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A study on the complexity of TSP instances under the 2-exchange neighbor system
This work is related to the search of complexity measures for instances of combinatorial optimization problems. Particularly, we have carried out a study about the complexity of random instances of the Traveling Salesman Problem under the 2-exchange neighbor system. We have proposed two descriptors of complexity: the proportion of the size of the basin of attraction of the global optimum over the size of the search space and the proportion of the number of different local optima over the size of the search space. We have analyzed the evolution of these descriptors as the size of the problem grows. After that, and using our complexity measures, we find a phase transition phenomenon in the complexity of the instances.
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