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An Efficient CRT Based Algorithm for Frequency Determination from Undersampled Real Waveform
The Chinese Remainder Theorem (CRT) based frequency estimation has been widely studied during the past two decades. It enables one to estimate frequencies by sub-Nyquist sampling rates, which reduces the cost of hardware in a sensor network. Several studies have been done on the complex waveform; ho...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9824408/ https://www.ncbi.nlm.nih.gov/pubmed/36617049 http://dx.doi.org/10.3390/s23010452 |
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author | Zhang, Yao-Wen Han, Xian-Feng Xiao, Guo-Qiang |
author_facet | Zhang, Yao-Wen Han, Xian-Feng Xiao, Guo-Qiang |
author_sort | Zhang, Yao-Wen |
collection | PubMed |
description | The Chinese Remainder Theorem (CRT) based frequency estimation has been widely studied during the past two decades. It enables one to estimate frequencies by sub-Nyquist sampling rates, which reduces the cost of hardware in a sensor network. Several studies have been done on the complex waveform; however, few works studied its applications in the real waveform case. Different from the complex waveform, existing CRT methods cannot be straightforwardly applied to handle a real waveform’s spectrum due to the spurious peaks. To tackle the ambiguity problem, in this paper, we propose the first polynomial-time closed-form Robust CRT (RCRT) for the single-tone real waveform, which can be considered as a special case of RCRT for arbitrary two numbers. The time complexity of the proposed algorithm is [Formula: see text] , where L is the number of samplers. Furthermore, our algorithm also matches the optimal error-tolerance bound. |
format | Online Article Text |
id | pubmed-9824408 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98244082023-01-08 An Efficient CRT Based Algorithm for Frequency Determination from Undersampled Real Waveform Zhang, Yao-Wen Han, Xian-Feng Xiao, Guo-Qiang Sensors (Basel) Article The Chinese Remainder Theorem (CRT) based frequency estimation has been widely studied during the past two decades. It enables one to estimate frequencies by sub-Nyquist sampling rates, which reduces the cost of hardware in a sensor network. Several studies have been done on the complex waveform; however, few works studied its applications in the real waveform case. Different from the complex waveform, existing CRT methods cannot be straightforwardly applied to handle a real waveform’s spectrum due to the spurious peaks. To tackle the ambiguity problem, in this paper, we propose the first polynomial-time closed-form Robust CRT (RCRT) for the single-tone real waveform, which can be considered as a special case of RCRT for arbitrary two numbers. The time complexity of the proposed algorithm is [Formula: see text] , where L is the number of samplers. Furthermore, our algorithm also matches the optimal error-tolerance bound. MDPI 2023-01-01 /pmc/articles/PMC9824408/ /pubmed/36617049 http://dx.doi.org/10.3390/s23010452 Text en © 2023 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 Zhang, Yao-Wen Han, Xian-Feng Xiao, Guo-Qiang An Efficient CRT Based Algorithm for Frequency Determination from Undersampled Real Waveform |
title | An Efficient CRT Based Algorithm for Frequency Determination from Undersampled Real Waveform |
title_full | An Efficient CRT Based Algorithm for Frequency Determination from Undersampled Real Waveform |
title_fullStr | An Efficient CRT Based Algorithm for Frequency Determination from Undersampled Real Waveform |
title_full_unstemmed | An Efficient CRT Based Algorithm for Frequency Determination from Undersampled Real Waveform |
title_short | An Efficient CRT Based Algorithm for Frequency Determination from Undersampled Real Waveform |
title_sort | efficient crt based algorithm for frequency determination from undersampled real waveform |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9824408/ https://www.ncbi.nlm.nih.gov/pubmed/36617049 http://dx.doi.org/10.3390/s23010452 |
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