s-t有效电阻网络设计

P. Chan, L. Lau, Aaron Schild, Sam Chiu-wai Wong, Hong Zhou
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引用次数: 4

摘要

我们考虑了一个设计具有小s-t有效电阻的网络的新问题。在这个问题中,我们给定一个无向图G = (V,E),两个指定的顶点s,t∈V,预算k,目标是选择G的一个最多有k条边的子图,以最小化s-t有效阻力。该问题是最短路径问题与最小成本流问题之间的插值问题,在电网设计中具有一定的应用价值。我们给出了这个问题及其变体的几个算法和硬度结果。在硬度方面,我们证明了问题是np困难的,并且在假设小集展开猜想的情况下,加权版本很难在小于2的因子内近似。在算法方面,我们分析了该问题的一个凸规划松弛问题,并设计了一个常因子逼近算法。舍入算法的关键是基于最优性条件的随机路径舍入过程和分数阶解的流分解。在输入图为序列-并行图的情况下,我们也利用动态规划方法得到了一个完全多项式时间逼近方案,对这些图的逼近比凸规划的完整性间隙要好。
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Network Design for s-t Effective Resistance
We consider a new problem of designing a network with small s-t effective resistance. In this problem, we are given an undirected graph G = (V,E), two designated vertices s,t ∈ V, and a budget k. The goal is to choose a subgraph of G with at most k edges to minimize the s-t effective resistance. This problem is an interpolation between the shortest path problem and the minimum cost flow problem and has applications in electrical network design. We present several algorithmic and hardness results for this problem and its variants. On the hardness side, we show that the problem is NP-hard, and the weighted version is hard to approximate within a factor smaller than two assuming the small-set expansion conjecture. On the algorithmic side, we analyze a convex programming relaxation of the problem and design a constant factor approximation algorithm. The key of the rounding algorithm is a randomized path-rounding procedure based on the optimality conditions and a flow decomposition of the fractional solution. We also use dynamic programming to obtain a fully polynomial time approximation scheme when the input graph is a series-parallel graph, with better approximation ratio than the integrality gap of the convex program for these graphs.
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