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A Context-Aware Edge-Based VANET Communication Scheme for ITS †
We propose a context-aware edge-based packet forwarding scheme for vehicular networks. The proposed scheme employs a fuzzy logic-based edge node selection protocol to find the best edge nodes in a decentralized manner, which can achieve an efficient use of wireless resources by conducting packet for...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6068908/ https://www.ncbi.nlm.nih.gov/pubmed/29937520 http://dx.doi.org/10.3390/s18072022 |
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author | An, Chang Wu, Celimuge Yoshinaga, Tsutomu Chen, Xianfu Ji, Yusheng |
author_facet | An, Chang Wu, Celimuge Yoshinaga, Tsutomu Chen, Xianfu Ji, Yusheng |
author_sort | An, Chang |
collection | PubMed |
description | We propose a context-aware edge-based packet forwarding scheme for vehicular networks. The proposed scheme employs a fuzzy logic-based edge node selection protocol to find the best edge nodes in a decentralized manner, which can achieve an efficient use of wireless resources by conducting packet forwarding through edges. A reinforcement learning algorithm is used to optimize the last two-hop communications in order to improve the adaptiveness of the communication routes. The proposed scheme selects different edge nodes for different types of communications with different context information such as connection-dependency (connection-dependent or connection-independent), communication type (unicast or broadcast), and packet payload size. We launch extensive simulations to evaluate the proposed scheme by comparing with existing broadcast protocols and unicast protocols for various network conditions and traffic patterns. |
format | Online Article Text |
id | pubmed-6068908 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-60689082018-08-07 A Context-Aware Edge-Based VANET Communication Scheme for ITS † An, Chang Wu, Celimuge Yoshinaga, Tsutomu Chen, Xianfu Ji, Yusheng Sensors (Basel) Article We propose a context-aware edge-based packet forwarding scheme for vehicular networks. The proposed scheme employs a fuzzy logic-based edge node selection protocol to find the best edge nodes in a decentralized manner, which can achieve an efficient use of wireless resources by conducting packet forwarding through edges. A reinforcement learning algorithm is used to optimize the last two-hop communications in order to improve the adaptiveness of the communication routes. The proposed scheme selects different edge nodes for different types of communications with different context information such as connection-dependency (connection-dependent or connection-independent), communication type (unicast or broadcast), and packet payload size. We launch extensive simulations to evaluate the proposed scheme by comparing with existing broadcast protocols and unicast protocols for various network conditions and traffic patterns. MDPI 2018-06-24 /pmc/articles/PMC6068908/ /pubmed/29937520 http://dx.doi.org/10.3390/s18072022 Text en © 2018 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 An, Chang Wu, Celimuge Yoshinaga, Tsutomu Chen, Xianfu Ji, Yusheng A Context-Aware Edge-Based VANET Communication Scheme for ITS † |
title | A Context-Aware Edge-Based VANET Communication Scheme for ITS † |
title_full | A Context-Aware Edge-Based VANET Communication Scheme for ITS † |
title_fullStr | A Context-Aware Edge-Based VANET Communication Scheme for ITS † |
title_full_unstemmed | A Context-Aware Edge-Based VANET Communication Scheme for ITS † |
title_short | A Context-Aware Edge-Based VANET Communication Scheme for ITS † |
title_sort | context-aware edge-based vanet communication scheme for its † |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6068908/ https://www.ncbi.nlm.nih.gov/pubmed/29937520 http://dx.doi.org/10.3390/s18072022 |
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