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Comparative Study on Noise Reduction Effect of Fiber Optic Hydrophone Based on LMS and NLMS Algorithm
Adaptive filtering has the advantages of real-time processing, small computational complexity, and good adaptability and robustness. It has been widely used in communication, navigation, signal processing, optical fiber sensing, and other fields. In this paper, by adding an interferometer with the s...
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/PMC6983103/ https://www.ncbi.nlm.nih.gov/pubmed/31948079 http://dx.doi.org/10.3390/s20010301 |
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author | Yu, Zhihua Cai, Yunfei Mo, Daili |
author_facet | Yu, Zhihua Cai, Yunfei Mo, Daili |
author_sort | Yu, Zhihua |
collection | PubMed |
description | Adaptive filtering has the advantages of real-time processing, small computational complexity, and good adaptability and robustness. It has been widely used in communication, navigation, signal processing, optical fiber sensing, and other fields. In this paper, by adding an interferometer with the same parameters as the signal interferometer as the reference channel, the sensing signal of the interferometric fiber-optic hydrophone is denoised by two adaptive filtering schemes based on the least mean square (LMS) algorithm and the normalized least mean square (NLMS) algorithm respectively. The results show that the LMS algorithm is superior to the NLMS algorithm in reducing total harmonic distortion, improving the signal-to-noise ratio and filtering effect. |
format | Online Article Text |
id | pubmed-6983103 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-69831032020-02-06 Comparative Study on Noise Reduction Effect of Fiber Optic Hydrophone Based on LMS and NLMS Algorithm Yu, Zhihua Cai, Yunfei Mo, Daili Sensors (Basel) Article Adaptive filtering has the advantages of real-time processing, small computational complexity, and good adaptability and robustness. It has been widely used in communication, navigation, signal processing, optical fiber sensing, and other fields. In this paper, by adding an interferometer with the same parameters as the signal interferometer as the reference channel, the sensing signal of the interferometric fiber-optic hydrophone is denoised by two adaptive filtering schemes based on the least mean square (LMS) algorithm and the normalized least mean square (NLMS) algorithm respectively. The results show that the LMS algorithm is superior to the NLMS algorithm in reducing total harmonic distortion, improving the signal-to-noise ratio and filtering effect. MDPI 2020-01-05 /pmc/articles/PMC6983103/ /pubmed/31948079 http://dx.doi.org/10.3390/s20010301 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 Yu, Zhihua Cai, Yunfei Mo, Daili Comparative Study on Noise Reduction Effect of Fiber Optic Hydrophone Based on LMS and NLMS Algorithm |
title | Comparative Study on Noise Reduction Effect of Fiber Optic Hydrophone Based on LMS and NLMS Algorithm |
title_full | Comparative Study on Noise Reduction Effect of Fiber Optic Hydrophone Based on LMS and NLMS Algorithm |
title_fullStr | Comparative Study on Noise Reduction Effect of Fiber Optic Hydrophone Based on LMS and NLMS Algorithm |
title_full_unstemmed | Comparative Study on Noise Reduction Effect of Fiber Optic Hydrophone Based on LMS and NLMS Algorithm |
title_short | Comparative Study on Noise Reduction Effect of Fiber Optic Hydrophone Based on LMS and NLMS Algorithm |
title_sort | comparative study on noise reduction effect of fiber optic hydrophone based on lms and nlms algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6983103/ https://www.ncbi.nlm.nih.gov/pubmed/31948079 http://dx.doi.org/10.3390/s20010301 |
work_keys_str_mv | AT yuzhihua comparativestudyonnoisereductioneffectoffiberoptichydrophonebasedonlmsandnlmsalgorithm AT caiyunfei comparativestudyonnoisereductioneffectoffiberoptichydrophonebasedonlmsandnlmsalgorithm AT modaili comparativestudyonnoisereductioneffectoffiberoptichydrophonebasedonlmsandnlmsalgorithm |