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Optimal Designs of SVC-Based Content Placement and Delivery in Wireless Caching Networks
To allieviate the heavy traffic burden over backhaul links and improve the user’s quality of service (QoS), edge caching plays an important role in wireless networks. This paper investigated the optimal designs of content placement and transmission in wireless caching networks. The contents to be ca...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10221705/ https://www.ncbi.nlm.nih.gov/pubmed/37430737 http://dx.doi.org/10.3390/s23104823 |
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author | Zhang, Xuewei Zhang, Lin Ren, Yuan Jiang, Jing Wang, Junxuan |
author_facet | Zhang, Xuewei Zhang, Lin Ren, Yuan Jiang, Jing Wang, Junxuan |
author_sort | Zhang, Xuewei |
collection | PubMed |
description | To allieviate the heavy traffic burden over backhaul links and improve the user’s quality of service (QoS), edge caching plays an important role in wireless networks. This paper investigated the optimal designs of content placement and transmission in wireless caching networks. The contents to be cached and requested were encoded into individual layers by scalable video coding (SVC), and different sets of layers can provide different viewing qualities to end users. The demanded contents were provided by helpers caching the requested layers, or by the macro-cell base station (MBS) otherwise. In the content placement phase, this work formulated and solved the delay minimization problem. In the content transmission phase, the sum rate optimization problem was established. To effectively solve the nonconvex problem, the methods of semi-definite relaxation (SDR), successive convex approximation (SCA), and arithmetic-geometric mean (AGM) inequality were adopted, after which the original problem was transformed into the convex form. The numerical results show that the transmission delay is reduced by caching contents at helpers. Moreover, the fast convergence of the proposed algorithm for solving the sum rate maximization problem is presented, and the sum rate gain of edge caching is also revealed, as compared to the benchmark scheme without content caching. |
format | Online Article Text |
id | pubmed-10221705 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-102217052023-05-28 Optimal Designs of SVC-Based Content Placement and Delivery in Wireless Caching Networks Zhang, Xuewei Zhang, Lin Ren, Yuan Jiang, Jing Wang, Junxuan Sensors (Basel) Communication To allieviate the heavy traffic burden over backhaul links and improve the user’s quality of service (QoS), edge caching plays an important role in wireless networks. This paper investigated the optimal designs of content placement and transmission in wireless caching networks. The contents to be cached and requested were encoded into individual layers by scalable video coding (SVC), and different sets of layers can provide different viewing qualities to end users. The demanded contents were provided by helpers caching the requested layers, or by the macro-cell base station (MBS) otherwise. In the content placement phase, this work formulated and solved the delay minimization problem. In the content transmission phase, the sum rate optimization problem was established. To effectively solve the nonconvex problem, the methods of semi-definite relaxation (SDR), successive convex approximation (SCA), and arithmetic-geometric mean (AGM) inequality were adopted, after which the original problem was transformed into the convex form. The numerical results show that the transmission delay is reduced by caching contents at helpers. Moreover, the fast convergence of the proposed algorithm for solving the sum rate maximization problem is presented, and the sum rate gain of edge caching is also revealed, as compared to the benchmark scheme without content caching. MDPI 2023-05-17 /pmc/articles/PMC10221705/ /pubmed/37430737 http://dx.doi.org/10.3390/s23104823 Text en © 2023 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 | Communication Zhang, Xuewei Zhang, Lin Ren, Yuan Jiang, Jing Wang, Junxuan Optimal Designs of SVC-Based Content Placement and Delivery in Wireless Caching Networks |
title | Optimal Designs of SVC-Based Content Placement and Delivery in Wireless Caching Networks |
title_full | Optimal Designs of SVC-Based Content Placement and Delivery in Wireless Caching Networks |
title_fullStr | Optimal Designs of SVC-Based Content Placement and Delivery in Wireless Caching Networks |
title_full_unstemmed | Optimal Designs of SVC-Based Content Placement and Delivery in Wireless Caching Networks |
title_short | Optimal Designs of SVC-Based Content Placement and Delivery in Wireless Caching Networks |
title_sort | optimal designs of svc-based content placement and delivery in wireless caching networks |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10221705/ https://www.ncbi.nlm.nih.gov/pubmed/37430737 http://dx.doi.org/10.3390/s23104823 |
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