平衡生成树问题的遗传算法

Riham Moharam, E. Morsy, Ismail A. Ismail
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引用次数: 4

摘要

给定一个无向加权连通图G = (V, E)与顶点V和边缘集合E和指定顶点V r∈,我们考虑的问题构造一个生成树在G余额最小生成树和最短路径树扎根在r。正式,对于任何两个常数α,β≥1,我们考虑问题的计算(α,β)它生成树T G,在这个意义上,为每个顶点V∈(i),T中r和v之间的距离最多是G中两个顶点之间最短距离的a倍,(ii) T的总权值最多是G中最小树权值的β倍。我们知道,对于任意α, β≥1,判定G中是否存在(α, β)平衡生成树的问题是np完全的[15]。因此,给定任意α≥1 (resp。, β≥1),寻找最小化β的(α, β)平衡生成树的问题。, α)是np完全的。在本文中,我们提出了有效的遗传算法来解决这些问题。实验结果表明,该算法可生成高质量的平衡生成树。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Genetic algorithms for balanced spanning tree problem
Given an undirected weighted connected graph G = (V,E) with vertex set V and edge set E and a designated vertex r ∈ V , we consider the problem of constructing a spanning tree in G that balances both the minimum spanning tree and the shortest paths tree rooted at r. Formally, for any two constants α, β ≥ 1, we consider the problem of computing an (α, β)-balanced spanning tree T in G, in the sense that, (i) for every vertex v ∈ V , the distance between r and v in T is at most a times the shortest distance between the two vertices in G, and (ii) the total weight of T is at most β times that of the minimum tree weight in G. It is well known that, for any α, β ≥ 1, the problem of deciding whether G contains an (α, β)-balanced spanning tree is NP-complete [15]. Consequently, given any α ≥ 1 (resp., β ≥ 1), the problem of finding an (α, β)-balanced spanning tree that minimizes β (resp., α) is NP-complete. In this paper, we present efficient genetic algorithms for these problems. Our experimental results show that the proposed algorithm returns high quality balanced spanning trees.
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