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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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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1725099302328467456 |