Heuristic approach to the passive optical network with fibre duct sharing planning problem
Author(s) -
SP Van Loggerenberg,
MJ Grobler,
S.E. Terblanché
Publication year - 2015
Publication title -
orion/orion
Language(s) - English
Resource type - Journals
eISSN - 2224-0004
pISSN - 0259-191X
DOI - 10.5784/31-2-532
Subject(s) - heuristics , computer science , integer programming , backup , mathematical optimization , software deployment , heuristic , linear programming , centroid , algorithm , mathematics , artificial intelligence , database , operating system
Similar to the constrained facility location problem, the passive optical network (PON) planning problem necessitates the search for a subset of deployed facilities (splitters) and their allocated demand points (optical network units) to minimise the overall deployment cost. A mixed integer linear programming formulation stemming from network flow optimisation is used to construct a heuristic based on limiting the total number of interconnecting paths when implementing fibre duct sharing. A disintegration heuristic is proposed based on the output of a centroid, density-based and a hybrid clustering algorithm to reduce the time complexity while ensuring close to optimal results. The proposed heuristics are then evaluated using a large real-world dataset, showing favourable performance.
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