English

Irrelevant Components and Exact Computation of the Diameter Constrained Reliability

Data Structures and Algorithms 2014-10-02 v2 Computational Complexity

Abstract

Let G=(V,E)G=(V,E) be a simple graph with V=n|V|=n nodes and E=m|E|=m links, a subset KVK \subseteq V of \emph{terminals}, a vector p=(p1,...,pm)[0,1]mp=(p_1,...,p_m) \in [0,1]^m and a positive integer dd, called \emph{diameter}. We assume nodes are perfect but links fail stochastically and independently, with probabilities qi=1piq_i=1-p_i. The \emph{diameter-constrained reliability} (DCR for short), is the probability that the terminals of the resulting subgraph remain connected by paths composed by dd links, or less. This number is denoted by RK,Gd(p)R_{K,G}^{d}(p). The general computation of the parameter RK,Gd(p)R_{K,G}^{d}(p) belongs to the class of NP\mathcal{N}\mathcal{P}-Hard problems, since is subsumes the complexity that a random graph is connected. A discussion of the computational complexity for DCR-subproblems is provided in terms of the number of terminal nodes k=Kk=|K| and diameter dd. Either when d=1d=1 or when d=2d=2 and kk is fixed, the DCR is inside the class P\mathcal{P} of polynomial-time problems. The DCR turns NP\mathcal{N}\mathcal{P}-Hard even if k2k \geq 2 and d3d\geq 3 are fixed, or in an all-terminal scenario when d=2d=2. The traditional approach is to design either exponential exact algorithms or efficient solutions for particular graph classes. The contributions of this paper are two-fold. First, a new recursive class of graphs are shown to have efficient DCR computation. Second, we define a factorization method in order to develop an exact DCR computation in general. The approach is inspired in prior works related with the determination of irrelevant links and deletion-contraction formula.

Keywords

Cite

@article{arxiv.1409.7688,
  title  = {Irrelevant Components and Exact Computation of the Diameter Constrained Reliability},
  author = {Eduardo Canale and Pablo Romero and Gerardo Rubino},
  journal= {arXiv preprint arXiv:1409.7688},
  year   = {2014}
}
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