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The Cross-Entropy Method for Network Reliability Estimation.

Authors :
Hui, K.-P.
Bean, N.
Kraetzl, M.
Kroese, Dirk
Source :
Annals of Operations Research. Jan2005, Vol. 134 Issue 1-4, p101-118. 18p.
Publication Year :
2005

Abstract

Consider a network of unreliable links, modelling for example a communication network. Estimating the reliability of the network-expressed as the probability that certain nodes in the network are connected-is a computationally difficult task. In this paper we study how the Cross-Entropy method can be used to obtain more efficient network reliability estimation procedures. Three techniques of estimation are considered: Crude Monte Carlo and the more sophisticated Permutation Monte Carlo and Merge Process. We show that the Cross-Entropy method yields a speed-up over all three techniques. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
02545330
Volume :
134
Issue :
1-4
Database :
Academic Search Index
Journal :
Annals of Operations Research
Publication Type :
Academic Journal
Accession number :
16600751
Full Text :
https://doi.org/10.1007/s10479-005-5726-x