Heuristic approach to the passive optical network with fibre duct sharing planning problem

ORiON Pub Date : 2015-12-04 DOI:10.5784/31-2-532
van Loggerenberg, MJ Grobler, S. Terblanche
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引用次数: 3

Abstract

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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无源光网络光纤管道共享规划问题的启发式方法
与受限设施位置问题类似,无源光网络(PON)规划问题需要搜索已部署设施(分离器)及其分配的需求点(光网络单元)的子集,以最小化总体部署成本。利用源于网络流优化的混合整数线性规划公式,构建了实现光纤管道共享时基于限制互联路径总数的启发式算法。为了在保证接近最优结果的同时降低时间复杂度,提出了一种基于质心输出的分解启发式算法、基于密度的聚类算法和混合聚类算法。然后使用大型真实数据集对提出的启发式进行评估,显示出良好的性能。
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