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Circular Regression in a Dual-Phase Lock-In Amplifier for Coherent Detection of Weak Signal
Lock-in amplification (LIA) is an effective approach for recovery of weak signal buried in noise. Determination of the input signal amplitude in a classical dual-phase LIA is based on incoherent detection which leads to a biased estimation at low signal-to-noise ratio. This article presents, for the...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5713186/ https://www.ncbi.nlm.nih.gov/pubmed/29135951 http://dx.doi.org/10.3390/s17112615 |
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author | Wang, Gaoxuan Reboul, Serge Choquel, Jean-Bernard Fertein, Eric Chen, Weidong |
author_facet | Wang, Gaoxuan Reboul, Serge Choquel, Jean-Bernard Fertein, Eric Chen, Weidong |
author_sort | Wang, Gaoxuan |
collection | PubMed |
description | Lock-in amplification (LIA) is an effective approach for recovery of weak signal buried in noise. Determination of the input signal amplitude in a classical dual-phase LIA is based on incoherent detection which leads to a biased estimation at low signal-to-noise ratio. This article presents, for the first time to our knowledge, a new architecture of LIA involving phase estimation with a linear-circular regression for coherent detection. The proposed phase delay estimate, between the input signal and a reference, is defined as the maximum-likelihood of a set of observations distributed according to a von Mises distribution. In our implementation this maximum is obtained with a Newton Raphson algorithm. We show that the proposed LIA architecture provides an unbiased estimate of the input signal amplitude. Theoretical simulations with synthetic data demonstrate that the classical LIA estimates are biased for SNR of the input signal lower than −20 dB, while the proposed LIA is able to accurately recover the weak signal amplitude. The novel approach is applied to an optical sensor for accurate measurement of NO [Formula: see text] concentrations at the sub-ppbv level in the atmosphere. Side-by-side intercomparison measurements with a commercial LIA (SR830, Stanford Research Inc., Sunnyvale, CA, USA ) demonstrate that the proposed LIA has an identical performance in terms of measurement accuracy and precision but with simplified hardware architecture. |
format | Online Article Text |
id | pubmed-5713186 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-57131862017-12-07 Circular Regression in a Dual-Phase Lock-In Amplifier for Coherent Detection of Weak Signal Wang, Gaoxuan Reboul, Serge Choquel, Jean-Bernard Fertein, Eric Chen, Weidong Sensors (Basel) Article Lock-in amplification (LIA) is an effective approach for recovery of weak signal buried in noise. Determination of the input signal amplitude in a classical dual-phase LIA is based on incoherent detection which leads to a biased estimation at low signal-to-noise ratio. This article presents, for the first time to our knowledge, a new architecture of LIA involving phase estimation with a linear-circular regression for coherent detection. The proposed phase delay estimate, between the input signal and a reference, is defined as the maximum-likelihood of a set of observations distributed according to a von Mises distribution. In our implementation this maximum is obtained with a Newton Raphson algorithm. We show that the proposed LIA architecture provides an unbiased estimate of the input signal amplitude. Theoretical simulations with synthetic data demonstrate that the classical LIA estimates are biased for SNR of the input signal lower than −20 dB, while the proposed LIA is able to accurately recover the weak signal amplitude. The novel approach is applied to an optical sensor for accurate measurement of NO [Formula: see text] concentrations at the sub-ppbv level in the atmosphere. Side-by-side intercomparison measurements with a commercial LIA (SR830, Stanford Research Inc., Sunnyvale, CA, USA ) demonstrate that the proposed LIA has an identical performance in terms of measurement accuracy and precision but with simplified hardware architecture. MDPI 2017-11-14 /pmc/articles/PMC5713186/ /pubmed/29135951 http://dx.doi.org/10.3390/s17112615 Text en © 2017 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 (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ). |
spellingShingle | Article Wang, Gaoxuan Reboul, Serge Choquel, Jean-Bernard Fertein, Eric Chen, Weidong Circular Regression in a Dual-Phase Lock-In Amplifier for Coherent Detection of Weak Signal |
title | Circular Regression in a Dual-Phase Lock-In Amplifier for Coherent Detection of Weak Signal |
title_full | Circular Regression in a Dual-Phase Lock-In Amplifier for Coherent Detection of Weak Signal |
title_fullStr | Circular Regression in a Dual-Phase Lock-In Amplifier for Coherent Detection of Weak Signal |
title_full_unstemmed | Circular Regression in a Dual-Phase Lock-In Amplifier for Coherent Detection of Weak Signal |
title_short | Circular Regression in a Dual-Phase Lock-In Amplifier for Coherent Detection of Weak Signal |
title_sort | circular regression in a dual-phase lock-in amplifier for coherent detection of weak signal |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5713186/ https://www.ncbi.nlm.nih.gov/pubmed/29135951 http://dx.doi.org/10.3390/s17112615 |
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