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An Adaptive Network Coding Scheme for Multipath Transmission in Cellular-Based Vehicular Networks
With the emergence of vehicular Internet-of-Things (IoT) applications, it is a significant challenge for vehicular IoT systems to obtain higher throughput in vehicle-to-cloud multipath transmission. Network Coding (NC) has been recognized as a promising paradigm for improving vehicular wireless netw...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7589493/ https://www.ncbi.nlm.nih.gov/pubmed/33086691 http://dx.doi.org/10.3390/s20205902 |
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author | Yin, Chenyang Dong, Ping Du, Xiaojiang Zheng, Tao Zhang, Hongke Guizani, Mohsen |
author_facet | Yin, Chenyang Dong, Ping Du, Xiaojiang Zheng, Tao Zhang, Hongke Guizani, Mohsen |
author_sort | Yin, Chenyang |
collection | PubMed |
description | With the emergence of vehicular Internet-of-Things (IoT) applications, it is a significant challenge for vehicular IoT systems to obtain higher throughput in vehicle-to-cloud multipath transmission. Network Coding (NC) has been recognized as a promising paradigm for improving vehicular wireless network throughput by reducing packet loss in transmission. However, existing researches on NC do not consider the influence of the rapid quality change of wireless links on NC schemes, which poses a great challenge to dynamically adjust the coding rate according to the variation of link quality in vehicle-to-cloud multipath transmission in order to avoid consuming unnecessary bandwidth resources and to increase network throughput. Therefore, we propose an Adaptive Network Coding (ANC) scheme brought by the novel integration of the Hidden Markov Model (HMM) into the NC scheme to efficiently adjust the coding rate according to the estimated packet loss rate (PLR). The ANC scheme conquers the rapid change of wireless link quality to obtain the utmost throughput and reduce the packet loss in transmission. In terms of the throughput performance, the simulations and real experiment results show that the ANC scheme outperforms state-of-the-art NC schemes for vehicular wireless multipath transmission in vehicular IoT systems. |
format | Online Article Text |
id | pubmed-7589493 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75894932020-10-29 An Adaptive Network Coding Scheme for Multipath Transmission in Cellular-Based Vehicular Networks Yin, Chenyang Dong, Ping Du, Xiaojiang Zheng, Tao Zhang, Hongke Guizani, Mohsen Sensors (Basel) Article With the emergence of vehicular Internet-of-Things (IoT) applications, it is a significant challenge for vehicular IoT systems to obtain higher throughput in vehicle-to-cloud multipath transmission. Network Coding (NC) has been recognized as a promising paradigm for improving vehicular wireless network throughput by reducing packet loss in transmission. However, existing researches on NC do not consider the influence of the rapid quality change of wireless links on NC schemes, which poses a great challenge to dynamically adjust the coding rate according to the variation of link quality in vehicle-to-cloud multipath transmission in order to avoid consuming unnecessary bandwidth resources and to increase network throughput. Therefore, we propose an Adaptive Network Coding (ANC) scheme brought by the novel integration of the Hidden Markov Model (HMM) into the NC scheme to efficiently adjust the coding rate according to the estimated packet loss rate (PLR). The ANC scheme conquers the rapid change of wireless link quality to obtain the utmost throughput and reduce the packet loss in transmission. In terms of the throughput performance, the simulations and real experiment results show that the ANC scheme outperforms state-of-the-art NC schemes for vehicular wireless multipath transmission in vehicular IoT systems. MDPI 2020-10-19 /pmc/articles/PMC7589493/ /pubmed/33086691 http://dx.doi.org/10.3390/s20205902 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 Yin, Chenyang Dong, Ping Du, Xiaojiang Zheng, Tao Zhang, Hongke Guizani, Mohsen An Adaptive Network Coding Scheme for Multipath Transmission in Cellular-Based Vehicular Networks |
title | An Adaptive Network Coding Scheme for Multipath Transmission in Cellular-Based Vehicular Networks |
title_full | An Adaptive Network Coding Scheme for Multipath Transmission in Cellular-Based Vehicular Networks |
title_fullStr | An Adaptive Network Coding Scheme for Multipath Transmission in Cellular-Based Vehicular Networks |
title_full_unstemmed | An Adaptive Network Coding Scheme for Multipath Transmission in Cellular-Based Vehicular Networks |
title_short | An Adaptive Network Coding Scheme for Multipath Transmission in Cellular-Based Vehicular Networks |
title_sort | adaptive network coding scheme for multipath transmission in cellular-based vehicular networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7589493/ https://www.ncbi.nlm.nih.gov/pubmed/33086691 http://dx.doi.org/10.3390/s20205902 |
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