MODIFICATION OF HIERARCHICAL AGGLOMERATIVE CLUSTERING WITH COMPLETE LINKAGE FOR OPTIMAL USAGE WITH PASSIVE OPTICAL NETWORKS

Today, passive optical networks (PONs) represent a modern solution for high-speed FTTx subscriber lines and networks. Due to the fact that optical fibres and cables are deployed in last-mile network segments. Unfortunately, the costs of trenching and installation of optical cables in cities are stil...

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Main Authors: Tomáš Pehnelt, Pavel Lafata, Marek Nevosad
Format: Article
Language:English
Published: CTU Central Library 2018-12-01
Series:Acta Polytechnica
Subjects:
Online Access:https://ojs.cvut.cz/ojs/index.php/ap/article/view/4915
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spelling doaj-a4fb23b10a4e42ea9fc9b15dfe7a28192020-11-25T01:28:59ZengCTU Central LibraryActa Polytechnica1210-27091805-23632018-12-0158638839410.14311/AP.2018.58.03884275MODIFICATION OF HIERARCHICAL AGGLOMERATIVE CLUSTERING WITH COMPLETE LINKAGE FOR OPTIMAL USAGE WITH PASSIVE OPTICAL NETWORKSTomáš Pehnelt0Pavel Lafata1Marek Nevosad2Dept. of Telecommunication Engineering, Faculty of Electrical Engineering, Czech Technical University in PragueDept. of Telecommunication Engineering, Faculty of Electrical Engineering, Czech Technical University in PragueDept. of Telecommunication Engineering, Faculty of Electrical Engineering, Czech Technical University in PragueToday, passive optical networks (PONs) represent a modern solution for high-speed FTTx subscriber lines and networks. Due to the fact that optical fibres and cables are deployed in last-mile network segments. Unfortunately, the costs of trenching and installation of optical cables in cities are still very high today. However, the application of mathematical methods and algorithms for designing optimum network solutions and topologies might significantly decrease the overall capital expenditures (CAPEX) of the whole process. This article introduces an efficient method based on agglomerative clustering for an optimization of deployment of PONs in practice. The paper describes its application and proposes the necessary modifications of the clustering method for the environment of PONs. The proposed algorithm uses the technique to cluster and connect the adjacent optical terminals and splitters of PONs and to calculate the optimum locations of these units in order to achieve the most optimum network solution and to minimize the summary capital expenditures.https://ojs.cvut.cz/ojs/index.php/ap/article/view/4915Passive optical networknetwork optimizationtopology optimizationalgorithmshierarchical clusteringoptical splitter placement
collection DOAJ
language English
format Article
sources DOAJ
author Tomáš Pehnelt
Pavel Lafata
Marek Nevosad
spellingShingle Tomáš Pehnelt
Pavel Lafata
Marek Nevosad
MODIFICATION OF HIERARCHICAL AGGLOMERATIVE CLUSTERING WITH COMPLETE LINKAGE FOR OPTIMAL USAGE WITH PASSIVE OPTICAL NETWORKS
Acta Polytechnica
Passive optical network
network optimization
topology optimization
algorithms
hierarchical clustering
optical splitter placement
author_facet Tomáš Pehnelt
Pavel Lafata
Marek Nevosad
author_sort Tomáš Pehnelt
title MODIFICATION OF HIERARCHICAL AGGLOMERATIVE CLUSTERING WITH COMPLETE LINKAGE FOR OPTIMAL USAGE WITH PASSIVE OPTICAL NETWORKS
title_short MODIFICATION OF HIERARCHICAL AGGLOMERATIVE CLUSTERING WITH COMPLETE LINKAGE FOR OPTIMAL USAGE WITH PASSIVE OPTICAL NETWORKS
title_full MODIFICATION OF HIERARCHICAL AGGLOMERATIVE CLUSTERING WITH COMPLETE LINKAGE FOR OPTIMAL USAGE WITH PASSIVE OPTICAL NETWORKS
title_fullStr MODIFICATION OF HIERARCHICAL AGGLOMERATIVE CLUSTERING WITH COMPLETE LINKAGE FOR OPTIMAL USAGE WITH PASSIVE OPTICAL NETWORKS
title_full_unstemmed MODIFICATION OF HIERARCHICAL AGGLOMERATIVE CLUSTERING WITH COMPLETE LINKAGE FOR OPTIMAL USAGE WITH PASSIVE OPTICAL NETWORKS
title_sort modification of hierarchical agglomerative clustering with complete linkage for optimal usage with passive optical networks
publisher CTU Central Library
series Acta Polytechnica
issn 1210-2709
1805-2363
publishDate 2018-12-01
description Today, passive optical networks (PONs) represent a modern solution for high-speed FTTx subscriber lines and networks. Due to the fact that optical fibres and cables are deployed in last-mile network segments. Unfortunately, the costs of trenching and installation of optical cables in cities are still very high today. However, the application of mathematical methods and algorithms for designing optimum network solutions and topologies might significantly decrease the overall capital expenditures (CAPEX) of the whole process. This article introduces an efficient method based on agglomerative clustering for an optimization of deployment of PONs in practice. The paper describes its application and proposes the necessary modifications of the clustering method for the environment of PONs. The proposed algorithm uses the technique to cluster and connect the adjacent optical terminals and splitters of PONs and to calculate the optimum locations of these units in order to achieve the most optimum network solution and to minimize the summary capital expenditures.
topic Passive optical network
network optimization
topology optimization
algorithms
hierarchical clustering
optical splitter placement
url https://ojs.cvut.cz/ojs/index.php/ap/article/view/4915
work_keys_str_mv AT tomaspehnelt modificationofhierarchicalagglomerativeclusteringwithcompletelinkageforoptimalusagewithpassiveopticalnetworks
AT pavellafata modificationofhierarchicalagglomerativeclusteringwithcompletelinkageforoptimalusagewithpassiveopticalnetworks
AT mareknevosad modificationofhierarchicalagglomerativeclusteringwithcompletelinkageforoptimalusagewithpassiveopticalnetworks
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