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Reliability based criteria are quite popular for optimal sensor network design. We present a modified definition of system reliability for sensor network design for two applications: reliable estimation of variables in a steady state linear flow process, and reliable fault detection and diagnosis for any process. Unlike the weakest-link based definition of system reliability in the literature, the proposed definition considers the entire system and is consistent with the reliability concept used in classical reliability literature. For each application, dual approaches for defining system reliability are proposed, and their analogy with the reliability problem in the classical reliability literature is established. Using examples and stochastic simulations, the advantage of using the proposed system reliability in contrast to the existing definition is illustrated. Part II of this series of articles presents methods for efficient generation of the system reliability function and its use in optimization-based approaches for designing optimal sensor networks. 相似文献
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We consider the problem of finding a cutset in a directed graph G=(V,E), i.e., a set of vertices that cuts all cycles in G . Finding a cutset of minimum cardinality is NP-hard. There exist several approximate and exact algorithms, most of them using graph reduction techniques. In this paper, we propose a constraint programming approach to cutset problems and design a global constraint for computing cutsets. This cutset constraint is a global constraint over boolean variables associated to the vertices of a given graph and states that the subgraph restricted to the vertices having their boolean variable set to true is acyclic. We propose a filtering algorithm based on graph contraction operations and inference of simple boolean constraints, that has a linear time complexity in O(|E|+|V|). We discuss search heuristics based on graph properties provided by the cutset constraint, and show the efficiency of the cutset constraint on benchmarks of the literature for pure minimum cutset problems, and on an application to log-based reconciliation problems where the global cutset constraint is mixed with other boolean constraints. 相似文献
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A separator theorem for a class of graphs asserts that every graph in the class can be divided approximately in half by removing
a set of vertices of specified size. Nontrivial separator theorems hold for several classes of graphs, including graphs of
bounded genus and chordal graphs.
We show that any separator theorem implies various weighted separator theorems. In particular, we show that if the vertices
of the graph have real-valued weights, which may be positive or negative, then the graph can be divided exactly in half according
to weight. If k unrelated sets of weights are given, the graph can be divided simultaneously by all k sets of weights.
These results considerably strengthen earlier results of Gilbert, Lipton, and Tarjan: (1) for k=1 with the weights restricted to being nonnegative, and (2) for k>1 , nonnegative weights, and simultaneous division within a factor of (1+ε ) of exactly in half.
Received November 21, 1995; revised October 30, 1997. 相似文献
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本文提出确定把无向连通图G(V,E)切割为两个子图G_1(V_1,E_1)和G_2(V_2,E_2)且满足顶点集V_1和V_2的顶点数|V_1|和|V_2|为给定值的约束最小割集的一种有效算法。该算法理论比较简单,步骤简捷有效,并能保证在多项式时间内获得最优解;此外,本文举例说明该算法具体步骤过程并介绍该算法在计算机辅助电路分析和设计中的某些实际应用。 相似文献
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