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Study on the Quality Control for Periodogram in the Determination of Water Level Using the GNSS-IR Technique

A GNSS station, located on the shore of sea and inland waters, and equipped with standard geodetic receivers and antennas, can be used to measure water levels using a technique called GNSS Interferometric Reflectometry (GNSS-IR). The classical GNSS-IR method is based on SNR data and LSP spectrum ana...

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Autores principales: Song, Minfeng, He, Xiufeng, Wang, Xiaolei, Zhou, Ye, Xu, Xueyong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6832490/
https://www.ncbi.nlm.nih.gov/pubmed/31627473
http://dx.doi.org/10.3390/s19204524
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author Song, Minfeng
He, Xiufeng
Wang, Xiaolei
Zhou, Ye
Xu, Xueyong
author_facet Song, Minfeng
He, Xiufeng
Wang, Xiaolei
Zhou, Ye
Xu, Xueyong
author_sort Song, Minfeng
collection PubMed
description A GNSS station, located on the shore of sea and inland waters, and equipped with standard geodetic receivers and antennas, can be used to measure water levels using a technique called GNSS Interferometric Reflectometry (GNSS-IR). The classical GNSS-IR method is based on SNR data and LSP spectrum analysis method. In order to promote the application of GNSS-IR, the accuracy of the results needs to be further improved, and quality control needs to be achieved better. Classical quality control methods include denoising filtering based on data source SNR; post-processing filtering based on results; morphological analysis based on parameters, such as the ratio of the maximum peak value to the background noise mean, the ratio of the maximum peak to the sub-peak, and the amplitude of the maximum peak. All three methods have the problem of correct frequency extraction under multiple approximate peak conditions. This paper focuses on the performance analysis of three methods of quality control for two situations with real examples, summarizes the advantages and disadvantages of each method, and discusses the measures in applications. Considering the limitations in the threshold setting for the third method, a new quality control method combining multiple parameters and external constraints is proposed. This method is more flexible, especially in dealing with a periodogram with multiple similar peaks, breaking through the premise that the frequency corresponding to the maximum peak is the correct frequency, and validated in two different environments. The experimental results show that the proposed method can improve the accuracy of the measured water level while ensuring the amount of the results. It eliminates the gross errors effectively and uses the data efficiently.
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spelling pubmed-68324902019-11-25 Study on the Quality Control for Periodogram in the Determination of Water Level Using the GNSS-IR Technique Song, Minfeng He, Xiufeng Wang, Xiaolei Zhou, Ye Xu, Xueyong Sensors (Basel) Article A GNSS station, located on the shore of sea and inland waters, and equipped with standard geodetic receivers and antennas, can be used to measure water levels using a technique called GNSS Interferometric Reflectometry (GNSS-IR). The classical GNSS-IR method is based on SNR data and LSP spectrum analysis method. In order to promote the application of GNSS-IR, the accuracy of the results needs to be further improved, and quality control needs to be achieved better. Classical quality control methods include denoising filtering based on data source SNR; post-processing filtering based on results; morphological analysis based on parameters, such as the ratio of the maximum peak value to the background noise mean, the ratio of the maximum peak to the sub-peak, and the amplitude of the maximum peak. All three methods have the problem of correct frequency extraction under multiple approximate peak conditions. This paper focuses on the performance analysis of three methods of quality control for two situations with real examples, summarizes the advantages and disadvantages of each method, and discusses the measures in applications. Considering the limitations in the threshold setting for the third method, a new quality control method combining multiple parameters and external constraints is proposed. This method is more flexible, especially in dealing with a periodogram with multiple similar peaks, breaking through the premise that the frequency corresponding to the maximum peak is the correct frequency, and validated in two different environments. The experimental results show that the proposed method can improve the accuracy of the measured water level while ensuring the amount of the results. It eliminates the gross errors effectively and uses the data efficiently. MDPI 2019-10-17 /pmc/articles/PMC6832490/ /pubmed/31627473 http://dx.doi.org/10.3390/s19204524 Text en © 2019 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
Song, Minfeng
He, Xiufeng
Wang, Xiaolei
Zhou, Ye
Xu, Xueyong
Study on the Quality Control for Periodogram in the Determination of Water Level Using the GNSS-IR Technique
title Study on the Quality Control for Periodogram in the Determination of Water Level Using the GNSS-IR Technique
title_full Study on the Quality Control for Periodogram in the Determination of Water Level Using the GNSS-IR Technique
title_fullStr Study on the Quality Control for Periodogram in the Determination of Water Level Using the GNSS-IR Technique
title_full_unstemmed Study on the Quality Control for Periodogram in the Determination of Water Level Using the GNSS-IR Technique
title_short Study on the Quality Control for Periodogram in the Determination of Water Level Using the GNSS-IR Technique
title_sort study on the quality control for periodogram in the determination of water level using the gnss-ir technique
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6832490/
https://www.ncbi.nlm.nih.gov/pubmed/31627473
http://dx.doi.org/10.3390/s19204524
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