Multivariate determination of 10B isotopic ratio by laser-induced breakdown spectroscopy using multiple BO molecular emissions
Measurements of boron isotopic ratios have been investigated using LIBS, and combined LIBS and Molecular laser-induced fluorescence (MLIF). Mixtures of various ratios of research grade H310BO3 and H311BO3 in pellet form were interrogated with a Q-switched Nd:YAG laser operating at 532 nm. The result...
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Published in | Spectrochimica acta. Part B: Atomic spectroscopy Vol. 162; p. 105710 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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01.12.2019
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Abstract | Measurements of boron isotopic ratios have been investigated using LIBS, and combined LIBS and Molecular laser-induced fluorescence (MLIF). Mixtures of various ratios of research grade H310BO3 and H311BO3 in pellet form were interrogated with a Q-switched Nd:YAG laser operating at 532 nm. The resulting plasma was examined for their BO molecular bands in the 254–262 nm and 266–276 nm wavelength ranges. A minimum of three band heads of the β system B2Σ → X2Σ transitions were identified. The rovibronic isotopic shifts of the corresponding bands were measured and were conclusively compared to the literature. MLIF was applied to LIBS emission lines covering 253–271 nm to enhance some band heads, selectively. Both LIBS and LIBS-MLIF emissions were subject to multivariate statistical analysis to predict 10B isotopic ratios. Two PLS regression calibration models were examined to better examine the effects, sensitivity, accuracy of the laser-produced plasma excitation modalities based models through the figure of merit. For the full calibration set (21 samples), the root mean square error of cross-validation (RMSECV), the pseudo univariate LOD (LODpu) and the LOD interval ([LODmin,LODmax]) for 10B isotopes were improved from 1.61%, 4.81%, [2.64%, 3.49%] 10B isotopic ratio, respectively for LIBS to 0.98%, 2.40%, [2.19%, 2.81%] 10B isotopic ratio, respectively for LIBS-MLIF. However, using a random subset of the samples (14) as a calibration set and the rest as a test set, the root mean square error of prediction of 10B isotopic ratio in the test set improved from 2.95% to 1.16% 10B isotopic ratio, respectively for LIBS and LIBS-MLIF; and the LOD interval improved from [2.45%, 2.69%] to [1.88%, 2.12%] 10B isotopic ratio when calculated with cross-validated residual variance. Moreover, the prediction error of a test set improved from 2.95% for LIBS to 1.16% for LIBS-MLIF.
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•Laser-induced breakdown spectroscopy (LIBS) of boric acid pellet isotopic mixture targeting molecular radical.•Molecular radical fluorescence excitation of the LIBS molecular radical emission (MLIF).•Application to the selective enhancement of isotope in the mixture and detection of 10B isotope ratio.•Quantification of 10B isotope ratio using both LIBS and LIBS-MLIF spectra coupled with PLS regression analysis•Better overall prediction, lower limit of detection range with fluorescence enhanced LIBS than LIBS. |
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AbstractList | Measurements of boron isotopic ratios have been investigated using LIBS, and combined LIBS and Molecular laser-induced fluorescence (MLIF). Mixtures of various ratios of research grade H310BO3 and H311BO3 in pellet form were interrogated with a Q-switched Nd:YAG laser operating at 532 nm. The resulting plasma was examined for their BO molecular bands in the 254–262 nm and 266–276 nm wavelength ranges. A minimum of three band heads of the β system B2Σ → X2Σ transitions were identified. The rovibronic isotopic shifts of the corresponding bands were measured and were conclusively compared to the literature. MLIF was applied to LIBS emission lines covering 253–271 nm to enhance some band heads, selectively. Both LIBS and LIBS-MLIF emissions were subject to multivariate statistical analysis to predict 10B isotopic ratios. Two PLS regression calibration models were examined to better examine the effects, sensitivity, accuracy of the laser-produced plasma excitation modalities based models through the figure of merit. For the full calibration set (21 samples), the root mean square error of cross-validation (RMSECV), the pseudo univariate LOD (LODpu) and the LOD interval ([LODmin,LODmax]) for 10B isotopes were improved from 1.61%, 4.81%, [2.64%, 3.49%] 10B isotopic ratio, respectively for LIBS to 0.98%, 2.40%, [2.19%, 2.81%] 10B isotopic ratio, respectively for LIBS-MLIF. However, using a random subset of the samples (14) as a calibration set and the rest as a test set, the root mean square error of prediction of 10B isotopic ratio in the test set improved from 2.95% to 1.16% 10B isotopic ratio, respectively for LIBS and LIBS-MLIF; and the LOD interval improved from [2.45%, 2.69%] to [1.88%, 2.12%] 10B isotopic ratio when calculated with cross-validated residual variance. Moreover, the prediction error of a test set improved from 2.95% for LIBS to 1.16% for LIBS-MLIF.
[Display omitted]
•Laser-induced breakdown spectroscopy (LIBS) of boric acid pellet isotopic mixture targeting molecular radical.•Molecular radical fluorescence excitation of the LIBS molecular radical emission (MLIF).•Application to the selective enhancement of isotope in the mixture and detection of 10B isotope ratio.•Quantification of 10B isotope ratio using both LIBS and LIBS-MLIF spectra coupled with PLS regression analysis•Better overall prediction, lower limit of detection range with fluorescence enhanced LIBS than LIBS. Measurements of boron isotopic ratios have been investigated using LIBS, and combined LIBS and Molecular laser-induced fluorescence (MLIF). Mixtures of various ratios of research grade H310BO3 and H311BO3 in pellet form were interrogated with a Q-switched Nd:YAG laser operating at 532 nm. The resulting plasma was examined for their BO molecular bands in the 254–262 nm and 266–276 nm wavelength ranges. A minimum of three band heads of the β system B2Σ → X2Σ transitions were identified. The rovibronic isotopic shifts of the corresponding bands were measured and were conclusively compared to the literature. MLIF was applied to LIBS emission lines covering 253–271 nm to enhance some band heads, selectively. Both LIBS and LIBS-MLIF emissions were subject to multivariate statistical analysis to predict 10B isotopic ratios. Two PLS regression calibration models were examined to better examine the effects, sensitivity, accuracy of the laser-produced plasma excitation modalities based models through the figure of merit. For the full calibration set (21 samples), the root mean square error of cross-validation (RMSECV), the pseudo univariate LOD (LODpu) and the LOD interval ([LODmin, LODmax]) for 10B isotopes were improved from 1.61%, 4.81%, [2.64%, 3.49%] 10B isotopic ratio, respectively for LIBS to 0.98%, 2.40%, [2.19%, 2.81%] 10B isotopic ratio, respectively for LIBS-MLIF. However, using a random subset of the samples (14) as a calibration set and the rest as a test set, the root mean square error of prediction of 10B isotopic ratio in the test set improved from 2.95% to 1.16% 10B isotopic ratio, respectively for LIBS and LIBS-MLIF; and the LOD interval improved from [2.45%, 2.69%] to [1.88%, 2.12%] 10B isotopic ratio when calculated with cross-validated residual variance. Moreover, the prediction error of a test set improved from 2.95% for LIBS to 1.16% for LIBS-MLIF. |
ArticleNumber | 105710 |
Author | Profeta, Luisa T.M. Akpovo, Codjo A. Johnson, Lewis Helms, Luke |
Author_xml | – sequence: 1 givenname: Codjo A. surname: Akpovo fullname: Akpovo, Codjo A. email: c.akpovo@famu.edu organization: Department of Physics, Florida A&M University, Tallahassee, FL 32310, United States of America – sequence: 2 givenname: Luke surname: Helms fullname: Helms, Luke organization: Department of Physics, Florida A&M University, Tallahassee, FL 32310, United States of America – sequence: 3 givenname: Luisa T.M. surname: Profeta fullname: Profeta, Luisa T.M. email: Luisa.Profera@AlakaiDefense.com organization: Alakai Defense Systems, Largo, FL 33777, United States of America – sequence: 4 givenname: Lewis surname: Johnson fullname: Johnson, Lewis email: lewis.johnson@famu.edu organization: Department of Physics, Florida A&M University, Tallahassee, FL 32310, United States of America |
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Keywords | Molecular laser-induced fluorescence Limit of detection interval Molecular band LIBS-MLIF Boron isotopes Laser-induced breakdown spectroscopy |
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Snippet | Measurements of boron isotopic ratios have been investigated using LIBS, and combined LIBS and Molecular laser-induced fluorescence (MLIF). Mixtures of various... |
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SubjectTerms | Analytical methods Boron Boron isotopes Calibration Emission measurements Figure of merit Fluorescence Isotopes Laser induced breakdown spectroscopy Laser induced fluorescence Lasers LIBS-MLIF Limit of detection interval Mean square errors Molecular band Molecular laser-induced fluorescence Multivariate analysis Multivariate statistical analysis Neodymium lasers Ratios Regression analysis Root-mean-square errors Semiconductor lasers Spectroscopy Statistical analysis Statistical methods Variance analysis Wavelength YAG lasers |
Title | Multivariate determination of 10B isotopic ratio by laser-induced breakdown spectroscopy using multiple BO molecular emissions |
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