Dynamic Programming for Minimal Cost Topology with Two Terminal Reliability Constraint

This paper addresses an NP-hard problem, called NTD-CR, to design a minimal-cost communication network topology that satisfies a pre-defined reliability constraint. Since reliability is always a major issue in the network design, the problem is practical for critical applications requiring minimized...

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Bibliographic Details
Main Authors: Elshqeirat, B., Soh, Sieteng, Rai, S., Lazarescu, Mihai
Other Authors: IEEE
Format: Journal Article
Published: IEEE Press 2013
Subjects:
Online Access:http://hdl.handle.net/20.500.11937/5718
Description
Summary:This paper addresses an NP-hard problem, called NTD-CR, to design a minimal-cost communication network topology that satisfies a pre-defined reliability constraint. Since reliability is always a major issue in the network design, the problem is practical for critical applications requiring minimized cost. The paper formulates a dynamic programming (DP) scheme to solve NTD-CR problem. DP approach, called DPCR-ST, generates the topology using a selected set of spanning trees of the network, STXmin. We propose three greedy heuristics to generate and order only k spanning trees of the network. Each heuristic allows DPCR-ST to enumerate STXmin using only k spanning trees, which improves the time complexity while producing near optimal topology. Simulations based on fully connected networks that contain up to 2.3×109 spanning trees show the merits of ordering methods and the effectiveness of our algorithm vis-à-vis four existing state-of-the-art techniques; DPCR-ST produces 81.5% optimal results, while using only 0.77% of the spanning trees contained in network.