Compressive dual-comb spectroscopy

Abstract Broadband, high resolution, and rapid measurements of dual-comb spectroscopy (DCS) generate a large amount of data stream. We numerically demonstrate significant data compression of DCS spectra by using a compressive sensing technique. Our numerical simulation shows a compression rate of mo...

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Autores principales: Akira Kawai, Takahiro Kageyama, Ryoichi Horisaki, Takuro Ideguchi
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/4774a8ece5004e439da80202320e800e
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spelling oai:doaj.org-article:4774a8ece5004e439da80202320e800e2021-12-02T18:18:58ZCompressive dual-comb spectroscopy10.1038/s41598-021-93005-12045-2322https://doaj.org/article/4774a8ece5004e439da80202320e800e2021-06-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-93005-1https://doaj.org/toc/2045-2322Abstract Broadband, high resolution, and rapid measurements of dual-comb spectroscopy (DCS) generate a large amount of data stream. We numerically demonstrate significant data compression of DCS spectra by using a compressive sensing technique. Our numerical simulation shows a compression rate of more than 100 with a 3% error in mole fraction estimation of mid-infrared (MIR) DCS of two molecular species in a broadband (~ 30 THz) and high resolution (~ 115 MHz) condition. We also numerically demonstrate a massively parallel MIR DCS spectrum of 10 different molecular species can be reconstructed with a compression rate of 10.5 with a transmittance error of 0.003 from the original spectrum.Akira KawaiTakahiro KageyamaRyoichi HorisakiTakuro IdeguchiNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-8 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Akira Kawai
Takahiro Kageyama
Ryoichi Horisaki
Takuro Ideguchi
Compressive dual-comb spectroscopy
description Abstract Broadband, high resolution, and rapid measurements of dual-comb spectroscopy (DCS) generate a large amount of data stream. We numerically demonstrate significant data compression of DCS spectra by using a compressive sensing technique. Our numerical simulation shows a compression rate of more than 100 with a 3% error in mole fraction estimation of mid-infrared (MIR) DCS of two molecular species in a broadband (~ 30 THz) and high resolution (~ 115 MHz) condition. We also numerically demonstrate a massively parallel MIR DCS spectrum of 10 different molecular species can be reconstructed with a compression rate of 10.5 with a transmittance error of 0.003 from the original spectrum.
format article
author Akira Kawai
Takahiro Kageyama
Ryoichi Horisaki
Takuro Ideguchi
author_facet Akira Kawai
Takahiro Kageyama
Ryoichi Horisaki
Takuro Ideguchi
author_sort Akira Kawai
title Compressive dual-comb spectroscopy
title_short Compressive dual-comb spectroscopy
title_full Compressive dual-comb spectroscopy
title_fullStr Compressive dual-comb spectroscopy
title_full_unstemmed Compressive dual-comb spectroscopy
title_sort compressive dual-comb spectroscopy
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/4774a8ece5004e439da80202320e800e
work_keys_str_mv AT akirakawai compressivedualcombspectroscopy
AT takahirokageyama compressivedualcombspectroscopy
AT ryoichihorisaki compressivedualcombspectroscopy
AT takuroideguchi compressivedualcombspectroscopy
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