Published November 2014 | Version v1
Journal article

Choosing a heuristic and root node for edge ordering in BDD-based network reliability analysis

  • 1. Department of Computer Science and Technology, Zhejiang Normal University (China)
  • 2. Department of Electrical and Computer Engineering, University of Massachusetts, Dartmouth (United States)

Description

In the Binary Decision Diagram (BDD)-based network reliability analysis, heuristics have been widely used to obtain a reasonably good ordering of edge variables. Orderings generated using different heuristics can lead to dramatically different sizes of BDDs, and thus dramatically different running times and memory usages for the analysis of the same network. Unfortunately, due to the nature of the ordering problem (i.e., being an NP-complete problem) no formal guidelines or rules are available for choosing a good heuristic or for choosing a high-performance root node to perform edge searching using a particular heuristic. In this work, we make novel contributions by proposing heuristic and root node selection methods based on the concept of boundary sets for the BDD-based network reliability analysis. Empirical studies show that the proposed selection methods can help to generate high-performance edge ordering for most of studied cases, enabling the efficient BDD-based reliability analysis of large-scale networks. The proposed methods are demonstrated on different types of networks, including square lattice networks, torus lattice networks and de Bruijn networks

Availability note (English)

Available from http://dx.doi.org/10.1016/j.ress.2014.06.025

Additional details

Identifiers

DOI
10.1016/j.ress.2014.06.025;
PII
S0951-8320(14)00155-0;

Publishing Information

Journal Title
Reliability Engineering and System Safety
Journal Volume
131
Journal Page Range
p. 83-93
ISSN
0951-8320
CODEN
RESSEP

INIS

Country of Publication
United Kingdom
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
46099919
Subject category
S42: ENGINEERING;
Descriptors DEI
DIAGRAMS; NETWORK ANALYSIS; PERFORMANCE; RECOMMENDATIONS; RELIABILITY; TETRAGONAL LATTICES
Descriptors DEC
CRYSTAL LATTICES; CRYSTAL STRUCTURE; INFORMATION; THREE-DIMENSIONAL LATTICES

Optional Information

Copyright
Copyright (c) 2014 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.