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A Primal–Dual-Based Power Control Approach for Capacitated Edge Servers
The intensity of radio waves decays rapidly with increasing propagation distance, and an edge server’s antenna needs more power to form a larger signal coverage area. Therefore, the power of the edge server should be controlled to reduce energy consumption. In addition, edge servers with capacitated...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9571486/ https://www.ncbi.nlm.nih.gov/pubmed/36236682 http://dx.doi.org/10.3390/s22197582 |
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author | Zhang, Qinghui Li, Weidong Su, Qian Zhang, Xuejie |
author_facet | Zhang, Qinghui Li, Weidong Su, Qian Zhang, Xuejie |
author_sort | Zhang, Qinghui |
collection | PubMed |
description | The intensity of radio waves decays rapidly with increasing propagation distance, and an edge server’s antenna needs more power to form a larger signal coverage area. Therefore, the power of the edge server should be controlled to reduce energy consumption. In addition, edge servers with capacitated resources provide services for only a limited number of users to ensure the quality of service (QoS). We set the signal transmission power for the antenna of each edge server and formed a signal disk, ensuring that all users were covered by the edge server signal and minimizing the total power of the system. This scenario is a typical geometric set covering problem, and even simple cases without capacity limits are NP-hard problems. In this paper, we propose a primal–dual-based algorithm and obtain an m-approximation result. We compare our algorithm with two other algorithms through simulation experiments. The results show that our algorithm obtains a result close to the optimal value in polynomial time. |
format | Online Article Text |
id | pubmed-9571486 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95714862022-10-17 A Primal–Dual-Based Power Control Approach for Capacitated Edge Servers Zhang, Qinghui Li, Weidong Su, Qian Zhang, Xuejie Sensors (Basel) Article The intensity of radio waves decays rapidly with increasing propagation distance, and an edge server’s antenna needs more power to form a larger signal coverage area. Therefore, the power of the edge server should be controlled to reduce energy consumption. In addition, edge servers with capacitated resources provide services for only a limited number of users to ensure the quality of service (QoS). We set the signal transmission power for the antenna of each edge server and formed a signal disk, ensuring that all users were covered by the edge server signal and minimizing the total power of the system. This scenario is a typical geometric set covering problem, and even simple cases without capacity limits are NP-hard problems. In this paper, we propose a primal–dual-based algorithm and obtain an m-approximation result. We compare our algorithm with two other algorithms through simulation experiments. The results show that our algorithm obtains a result close to the optimal value in polynomial time. MDPI 2022-10-06 /pmc/articles/PMC9571486/ /pubmed/36236682 http://dx.doi.org/10.3390/s22197582 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 Zhang, Qinghui Li, Weidong Su, Qian Zhang, Xuejie A Primal–Dual-Based Power Control Approach for Capacitated Edge Servers |
title | A Primal–Dual-Based Power Control Approach for Capacitated Edge Servers |
title_full | A Primal–Dual-Based Power Control Approach for Capacitated Edge Servers |
title_fullStr | A Primal–Dual-Based Power Control Approach for Capacitated Edge Servers |
title_full_unstemmed | A Primal–Dual-Based Power Control Approach for Capacitated Edge Servers |
title_short | A Primal–Dual-Based Power Control Approach for Capacitated Edge Servers |
title_sort | primal–dual-based power control approach for capacitated edge servers |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9571486/ https://www.ncbi.nlm.nih.gov/pubmed/36236682 http://dx.doi.org/10.3390/s22197582 |
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