{"title":"Heuristic approach to the passive optical network with fibre duct sharing planning problem","authors":"van Loggerenberg, MJ Grobler, S. Terblanche","doi":"10.5784/31-2-532","DOIUrl":null,"url":null,"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.","PeriodicalId":30587,"journal":{"name":"ORiON","volume":"102 1","pages":"95-110"},"PeriodicalIF":0.0000,"publicationDate":"2015-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ORiON","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5784/31-2-532","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.