Cargando…

Hierarchical MEC Servers Deployment and User-MEC Server Association in C-RANs over WDM Ring Networks

With the increasing number of Internet of Things (IoT) devices, a huge amount of latency-sensitive and computation-intensive IoT applications have been injected into the network. Deploying mobile edge computing (MEC) servers in cloud radio access network (C-RAN) is a promising candidate, which bring...

Descripción completa

Detalles Bibliográficos
Autores principales: Liu, Zhen, Zhang, Jiawei, Li, Yanan, Ji, Yuefeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7085506/
https://www.ncbi.nlm.nih.gov/pubmed/32120874
http://dx.doi.org/10.3390/s20051282
_version_ 1783508947163938816
author Liu, Zhen
Zhang, Jiawei
Li, Yanan
Ji, Yuefeng
author_facet Liu, Zhen
Zhang, Jiawei
Li, Yanan
Ji, Yuefeng
author_sort Liu, Zhen
collection PubMed
description With the increasing number of Internet of Things (IoT) devices, a huge amount of latency-sensitive and computation-intensive IoT applications have been injected into the network. Deploying mobile edge computing (MEC) servers in cloud radio access network (C-RAN) is a promising candidate, which brings a number of critical IoT applications to the edge network, to reduce the heavy traffic load and the end-to-end latency. The MEC server’s deployment mechanism is highly related to the user allocation. Therefore, in this paper, we study hierarchical deployment of MEC servers and user allocation problem. We first formulate the problem as a mixed integer nonlinear programming (MINLP) model to minimize the deployment cost and average latency. In terms of the MINLP model, we then propose an enumeration algorithm and approximate algorithm based on the improved entropy weight and TOPSIS methods. Numerical results show that the proposed algorithms can reduce the total cost, and the approximate algorithm has lower total cost comparing the heaviest-location first and the latency-based algorithms.
format Online
Article
Text
id pubmed-7085506
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-70855062020-03-23 Hierarchical MEC Servers Deployment and User-MEC Server Association in C-RANs over WDM Ring Networks Liu, Zhen Zhang, Jiawei Li, Yanan Ji, Yuefeng Sensors (Basel) Article With the increasing number of Internet of Things (IoT) devices, a huge amount of latency-sensitive and computation-intensive IoT applications have been injected into the network. Deploying mobile edge computing (MEC) servers in cloud radio access network (C-RAN) is a promising candidate, which brings a number of critical IoT applications to the edge network, to reduce the heavy traffic load and the end-to-end latency. The MEC server’s deployment mechanism is highly related to the user allocation. Therefore, in this paper, we study hierarchical deployment of MEC servers and user allocation problem. We first formulate the problem as a mixed integer nonlinear programming (MINLP) model to minimize the deployment cost and average latency. In terms of the MINLP model, we then propose an enumeration algorithm and approximate algorithm based on the improved entropy weight and TOPSIS methods. Numerical results show that the proposed algorithms can reduce the total cost, and the approximate algorithm has lower total cost comparing the heaviest-location first and the latency-based algorithms. MDPI 2020-02-27 /pmc/articles/PMC7085506/ /pubmed/32120874 http://dx.doi.org/10.3390/s20051282 Text en © 2020 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Liu, Zhen
Zhang, Jiawei
Li, Yanan
Ji, Yuefeng
Hierarchical MEC Servers Deployment and User-MEC Server Association in C-RANs over WDM Ring Networks
title Hierarchical MEC Servers Deployment and User-MEC Server Association in C-RANs over WDM Ring Networks
title_full Hierarchical MEC Servers Deployment and User-MEC Server Association in C-RANs over WDM Ring Networks
title_fullStr Hierarchical MEC Servers Deployment and User-MEC Server Association in C-RANs over WDM Ring Networks
title_full_unstemmed Hierarchical MEC Servers Deployment and User-MEC Server Association in C-RANs over WDM Ring Networks
title_short Hierarchical MEC Servers Deployment and User-MEC Server Association in C-RANs over WDM Ring Networks
title_sort hierarchical mec servers deployment and user-mec server association in c-rans over wdm ring networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7085506/
https://www.ncbi.nlm.nih.gov/pubmed/32120874
http://dx.doi.org/10.3390/s20051282
work_keys_str_mv AT liuzhen hierarchicalmecserversdeploymentandusermecserverassociationincransoverwdmringnetworks
AT zhangjiawei hierarchicalmecserversdeploymentandusermecserverassociationincransoverwdmringnetworks
AT liyanan hierarchicalmecserversdeploymentandusermecserverassociationincransoverwdmringnetworks
AT jiyuefeng hierarchicalmecserversdeploymentandusermecserverassociationincransoverwdmringnetworks