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A Resource and Task Scheduling Based Multi-Objective Optimization Model and Algorithms in Elastic Optical Networks

The elastic optical network (EON) adopting virtual network function (VNF) is a new type of network, in which the routing, spectrum, and data center allocation are key and challenging problems, and solving these three problems simultaneously can not only improve the network efficiency for network pro...

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Detalles Bibliográficos
Autores principales: Wang, Yuping, Yang, Qingdong, Guo, Xiaofang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9782704/
https://www.ncbi.nlm.nih.gov/pubmed/36559948
http://dx.doi.org/10.3390/s22249579
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author Wang, Yuping
Yang, Qingdong
Guo, Xiaofang
author_facet Wang, Yuping
Yang, Qingdong
Guo, Xiaofang
author_sort Wang, Yuping
collection PubMed
description The elastic optical network (EON) adopting virtual network function (VNF) is a new type of network, in which the routing, spectrum, and data center allocation are key and challenging problems, and solving these three problems simultaneously can not only improve the network efficiency for network providers, but also let users obtain better service. However, few existing works handle these three problems simultaneously. To tackle the three problems simultaneously, given a set of network function chains (i.e., a set of tasks), we set up a new multi-objective optimization model in which the total length of paths for all tasks is minimized, the totally occupied spectrums are minimized, and the loads on all data centers are most balanced, simultaneously. To solve the model, we design two new evolutionary algorithms. The experiments are conducted on 16 cases of 4 widely used types of networks, and the results indicate that the proposed model and algorithms are effective.
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spelling pubmed-97827042022-12-24 A Resource and Task Scheduling Based Multi-Objective Optimization Model and Algorithms in Elastic Optical Networks Wang, Yuping Yang, Qingdong Guo, Xiaofang Sensors (Basel) Article The elastic optical network (EON) adopting virtual network function (VNF) is a new type of network, in which the routing, spectrum, and data center allocation are key and challenging problems, and solving these three problems simultaneously can not only improve the network efficiency for network providers, but also let users obtain better service. However, few existing works handle these three problems simultaneously. To tackle the three problems simultaneously, given a set of network function chains (i.e., a set of tasks), we set up a new multi-objective optimization model in which the total length of paths for all tasks is minimized, the totally occupied spectrums are minimized, and the loads on all data centers are most balanced, simultaneously. To solve the model, we design two new evolutionary algorithms. The experiments are conducted on 16 cases of 4 widely used types of networks, and the results indicate that the proposed model and algorithms are effective. MDPI 2022-12-07 /pmc/articles/PMC9782704/ /pubmed/36559948 http://dx.doi.org/10.3390/s22249579 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wang, Yuping
Yang, Qingdong
Guo, Xiaofang
A Resource and Task Scheduling Based Multi-Objective Optimization Model and Algorithms in Elastic Optical Networks
title A Resource and Task Scheduling Based Multi-Objective Optimization Model and Algorithms in Elastic Optical Networks
title_full A Resource and Task Scheduling Based Multi-Objective Optimization Model and Algorithms in Elastic Optical Networks
title_fullStr A Resource and Task Scheduling Based Multi-Objective Optimization Model and Algorithms in Elastic Optical Networks
title_full_unstemmed A Resource and Task Scheduling Based Multi-Objective Optimization Model and Algorithms in Elastic Optical Networks
title_short A Resource and Task Scheduling Based Multi-Objective Optimization Model and Algorithms in Elastic Optical Networks
title_sort resource and task scheduling based multi-objective optimization model and algorithms in elastic optical networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9782704/
https://www.ncbi.nlm.nih.gov/pubmed/36559948
http://dx.doi.org/10.3390/s22249579
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