Compressive dual-comb spectroscopy

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 1...

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Veröffentlicht in:Scientific reports 2021-06, Vol.11 (1), p.13494-8, Article 13494
Hauptverfasser: Kawai, Akira, Kageyama, Takahiro, Horisaki, Ryoichi, Ideguchi, Takuro
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Sprache:eng
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Zusammenfassung: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.
ISSN:2045-2322
2045-2322
DOI:10.1038/s41598-021-93005-1