A self-tuning heuristic for the design of communication networks

A self-tuning heuristic for the design of communication networks

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Article ID: iaor201526775
Volume: 66
Issue: 7
Start Page Number: 1101
End Page Number: 1114
Publication Date: Jul 2015
Journal: Journal of the Operational Research Society
Authors: ,
Keywords: design, heuristics, communications, combinatorial optimization
Abstract:

This paper addresses the design of communication networks that has a large application area. The problem is to design a minimum cost network subject to a given reliability level. Complexity of the problem is twofold: (1) finding a minimum‐cost network topology that every pair of nodes can communicate with each other and (2) computing overall reliability to provide the reliability constraint. Over the last two decades, metaheuristic algorithms have been widely applied to solve this problem due to its NP‐hardness. In this study, a self‐tuning heuristic (STH), which is a new approach free from parameter tuning, is applied to the design of communication networks. Extensive computational results confirm that STH generates superior solutions to the problem in comparison to some well‐known local search metaheuristics, and also more sophisticated metaheuristics proposed in the literature. The practical advantage of STH lies in both its effectiveness and simplicity in application to the design problem.

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