Unsupervised fitting of emission lines generated from laser-induced breakdown spectroscopy
This work addresses a bottleneck usually encountered in the processing of large amounts of LIBS data. It shows how the fitting of emission lines in a typical LIBS spectrum can be automated. This is done by exploiting the second derivative of the spectrum to obtain reasonable fitting parameter estima...
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Veröffentlicht in: | Spectrochimica acta. Part B: Atomic spectroscopy 2021-03, Vol.177, p.106109, Article 106109 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | This work addresses a bottleneck usually encountered in the processing of large amounts of LIBS data. It shows how the fitting of emission lines in a typical LIBS spectrum can be automated. This is done by exploiting the second derivative of the spectrum to obtain reasonable fitting parameter estimates that, together with a divide and conquer approach, can be used to fit large numbers of lines in a crowded spectrum without user intervention and executed within a reasonable timeframe. As a demonstration, we have successfully fit Voigt profiles to 625 lines in a Martian ChemCam spectrum.
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•Automatic identification of all emission lines in a LIBS spectrum.•The use of a divide and conquer strategy to fit large numbers of lines proposed.•Unassisted fitting of all emission lines in a ChemCam spectrum. |
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ISSN: | 0584-8547 1873-3565 |
DOI: | 10.1016/j.sab.2021.106109 |