Ultrarapid spectroscopic gas detection via frequency-agile and compressed sensing
In this work, taking the measurement of the absorption spectrum of acetylene gas at 6534.36 cm −1 as an example, an ultrarapid spectroscopic gas detection method based on frequency-agile and compressed sensing has been proposed and experimentally demonstrated. The frequency-agile technique is used t...
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| Published in | Applied physics. B, Lasers and optics Vol. 128; no. 4 |
|---|---|
| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.04.2022
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0946-2171 1432-0649 |
| DOI | 10.1007/s00340-022-07781-3 |
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| Abstract | In this work, taking the measurement of the absorption spectrum of acetylene gas at 6534.36 cm
−1
as an example, an ultrarapid spectroscopic gas detection method based on frequency-agile and compressed sensing has been proposed and experimentally demonstrated. The frequency-agile technique is used to quickly and randomly scan the frequency of the probe light for obtaining stochastically sampled transmission spectrum data. The compressed sensing process includes the principal component analysis algorithm which obtains the sparse representation of the transmission spectrum, and the orthogonal matching-pursuit algorithm for reconstructing the transmission spectrum. The experimental results show a high degree of consistency between the original and the reconstructed transmission spectra (correlation coefficient > 0.99). With fewer sampling data, the gas sensing speed is increased by 13 times with 93% reduction in spectral data achieved. |
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| AbstractList | In this work, taking the measurement of the absorption spectrum of acetylene gas at 6534.36 cm
−1
as an example, an ultrarapid spectroscopic gas detection method based on frequency-agile and compressed sensing has been proposed and experimentally demonstrated. The frequency-agile technique is used to quickly and randomly scan the frequency of the probe light for obtaining stochastically sampled transmission spectrum data. The compressed sensing process includes the principal component analysis algorithm which obtains the sparse representation of the transmission spectrum, and the orthogonal matching-pursuit algorithm for reconstructing the transmission spectrum. The experimental results show a high degree of consistency between the original and the reconstructed transmission spectra (correlation coefficient > 0.99). With fewer sampling data, the gas sensing speed is increased by 13 times with 93% reduction in spectral data achieved. In this work, taking the measurement of the absorption spectrum of acetylene gas at 6534.36 cm−1 as an example, an ultrarapid spectroscopic gas detection method based on frequency-agile and compressed sensing has been proposed and experimentally demonstrated. The frequency-agile technique is used to quickly and randomly scan the frequency of the probe light for obtaining stochastically sampled transmission spectrum data. The compressed sensing process includes the principal component analysis algorithm which obtains the sparse representation of the transmission spectrum, and the orthogonal matching-pursuit algorithm for reconstructing the transmission spectrum. The experimental results show a high degree of consistency between the original and the reconstructed transmission spectra (correlation coefficient > 0.99). With fewer sampling data, the gas sensing speed is increased by 13 times with 93% reduction in spectral data achieved. |
| ArticleNumber | 66 |
| Author | Yuan, Ziyue Dong, Yongkang Chu, Qi Li, Tianfu Lou, Xiutao |
| Author_xml | – sequence: 1 givenname: Ziyue orcidid: 0000-0002-3923-3237 surname: Yuan fullname: Yuan, Ziyue organization: National Key Laboratory of Science and Technology On Tunable Laser, Harbin Institute of Technology – sequence: 2 givenname: Xiutao surname: Lou fullname: Lou, Xiutao email: louxiutao@hit.edu.cn organization: School of Physics, Harbin Institute of Technology – sequence: 3 givenname: Qi surname: Chu fullname: Chu, Qi organization: National Key Laboratory of Science and Technology On Tunable Laser, Harbin Institute of Technology – sequence: 4 givenname: Tianfu surname: Li fullname: Li, Tianfu organization: National Key Laboratory of Science and Technology On Tunable Laser, Harbin Institute of Technology – sequence: 5 givenname: Yongkang surname: Dong fullname: Dong, Yongkang email: aldendong@gmail.com organization: National Key Laboratory of Science and Technology On Tunable Laser, Harbin Institute of Technology |
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| Snippet | In this work, taking the measurement of the absorption spectrum of acetylene gas at 6534.36 cm
−1
as an example, an ultrarapid spectroscopic gas detection... In this work, taking the measurement of the absorption spectrum of acetylene gas at 6534.36 cm−1 as an example, an ultrarapid spectroscopic gas detection... |
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| SubjectTerms | Absorption spectra Acetylene Algorithms Applied physics Correlation coefficients Engineering Gas sensors Lasers Matched pursuit Optical Devices Optics Photonics Physical Chemistry Physics Physics and Astronomy Principal components analysis Quantum Optics Regular Paper Spectroscopy |
| Title | Ultrarapid spectroscopic gas detection via frequency-agile and compressed sensing |
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