Computer Science – Artificial Intelligence
Scientific paper
2011-09-06
Proceedings of the 22nd Irish Conference on Artificial Intelligence and Cognitive Science (AICS 2011), pp. 26-35, Derry, UK
Computer Science
Artificial Intelligence
University of Ulster, Intelligent System Research Centre, technical report series. ISSN 2041-6407
Scientific paper
We present an application focused on the design of resilient long-reach passive optical networks. We specifically consider dual-parented networks whereby each customer must be connected to two metro sites via local exchange sites. An important property of such a placement is resilience to single metro node failure. The objective of the application is to determine the optimal position of a set of metro nodes such that the total optical fibre length is minimized. We prove that this problem is NP-Complete. We present two alternative combinatorial optimisation approaches to finding an optimal metro node placement using: a mixed integer linear programming (MIP) formulation of the problem; and, a hybrid approach that uses clustering as a preprocessing step. We consider a detailed case-study based on a network for Ireland. The hybrid approach scales well and finds solutions that are close to optimal, with a runtime that is two orders-of-magnitude better than the MIP model.
Cambazard Hadrien
Doyle Linda
Mehta Deepak
O'Sullivan Barry
Payne David
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