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Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised Learning
Multi-path transmission can well solve the data transmission reliability problems and life cycle problems caused by single-path transmission. However, the accuracy of the routing scheme generated by the existing multi-path routing algorithms is difficult to guarantee. In order to improve the accurac...
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/PMC9571042/ https://www.ncbi.nlm.nih.gov/pubmed/36236790 http://dx.doi.org/10.3390/s22197691 |
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author | Guo, Yiping Hu, Guyu Shao, Dongsheng |
author_facet | Guo, Yiping Hu, Guyu Shao, Dongsheng |
author_sort | Guo, Yiping |
collection | PubMed |
description | Multi-path transmission can well solve the data transmission reliability problems and life cycle problems caused by single-path transmission. However, the accuracy of the routing scheme generated by the existing multi-path routing algorithms is difficult to guarantee. In order to improve the accuracy of the multi-path routing scheme, this paper innovatively proposes a multi-path routing algorithm for a wireless sensor network (WSN) based on the evaluation. First, we design and implement the real-time evaluation algorithm based on semi-supervised learning (RESL). We prove that RESL is better in evaluation time and evaluation accuracy through comparative experiments. Then, we combine RESL to design and implement the multi-path routing algorithm for wireless sensor networks based on semi-supervised learning (MRSSL). Then, we prove that MRSSL has advantages in improving the accuracy of the multi-path routing scheme through comparative experiments. |
format | Online Article Text |
id | pubmed-9571042 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-95710422022-10-17 Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised Learning Guo, Yiping Hu, Guyu Shao, Dongsheng Sensors (Basel) Article Multi-path transmission can well solve the data transmission reliability problems and life cycle problems caused by single-path transmission. However, the accuracy of the routing scheme generated by the existing multi-path routing algorithms is difficult to guarantee. In order to improve the accuracy of the multi-path routing scheme, this paper innovatively proposes a multi-path routing algorithm for a wireless sensor network (WSN) based on the evaluation. First, we design and implement the real-time evaluation algorithm based on semi-supervised learning (RESL). We prove that RESL is better in evaluation time and evaluation accuracy through comparative experiments. Then, we combine RESL to design and implement the multi-path routing algorithm for wireless sensor networks based on semi-supervised learning (MRSSL). Then, we prove that MRSSL has advantages in improving the accuracy of the multi-path routing scheme through comparative experiments. MDPI 2022-10-10 /pmc/articles/PMC9571042/ /pubmed/36236790 http://dx.doi.org/10.3390/s22197691 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 Guo, Yiping Hu, Guyu Shao, Dongsheng Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised Learning |
title | Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised Learning |
title_full | Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised Learning |
title_fullStr | Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised Learning |
title_full_unstemmed | Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised Learning |
title_short | Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised Learning |
title_sort | multi-path routing algorithm for wireless sensor network based on semi-supervised learning |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9571042/ https://www.ncbi.nlm.nih.gov/pubmed/36236790 http://dx.doi.org/10.3390/s22197691 |
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