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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Nature Portfolio
2021
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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) |
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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 |
_version_ |
1718378152763326464 |