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...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2022-10-01
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| Series: | Sensors |
| Subjects: | |
| Online Access: | https://www.mdpi.com/1424-8220/22/19/7691 |
| _version_ | 1797476825167822848 |
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| author | Yiping Guo Guyu Hu Dongsheng Shao |
| author_facet | Yiping Guo Guyu Hu Dongsheng Shao |
| author_sort | Yiping Guo |
| collection | DOAJ |
| 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. |
| first_indexed | 2024-03-09T21:09:14Z |
| format | Article |
| id | doaj.art-7619036bc3d744d8ba64c38faf4c023e |
| institution | Directory Open Access Journal |
| issn | 1424-8220 |
| language | English |
| last_indexed | 2024-03-09T21:09:14Z |
| publishDate | 2022-10-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Sensors |
| spelling | doaj.art-7619036bc3d744d8ba64c38faf4c023e2023-11-23T21:53:15ZengMDPI AGSensors1424-82202022-10-012219769110.3390/s22197691Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised LearningYiping Guo0Guyu Hu1Dongsheng Shao2Command and Control Engineering College, People’s Liberation Army Engineering University, Nanjing 210007, ChinaCommand and Control Engineering College, People’s Liberation Army Engineering University, Nanjing 210007, ChinaUnit 31106 of People’s Liberation Army, Nanjing 210007, ChinaMulti-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.https://www.mdpi.com/1424-8220/22/19/7691wireless sensor networksemi-supervised learningevaluationmulti-path routing |
| spellingShingle | Yiping Guo Guyu Hu Dongsheng Shao Multi-Path Routing Algorithm for Wireless Sensor Network Based on Semi-Supervised Learning Sensors wireless sensor network semi-supervised learning evaluation multi-path routing |
| 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 | wireless sensor network semi-supervised learning evaluation multi-path routing |
| url | https://www.mdpi.com/1424-8220/22/19/7691 |
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