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...
Autores principales: | , , , |
---|---|
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 |