Selection of Spectral Variables and Improvement of the Accuracy of Calibration of Temperature by Projection onto Latent Structures Using the Fluorescence Spectra of Yb3+:CaF2 |
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Authors: | Khodasevich M. A. Aseev V. A. |
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Affiliation: | 1.Institute of Physics, National Academy of Sciences of Belarus, Minsk, 220072, Belarus ;2.National Research University of Information Technologies, Mechanics, and Optics, St. Petersburg, 197101, Russia ; |
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Abstract: | The efficiency of interval methods for selecting variables and the divisive method of interval optimization by a genetic algorithm is considered with the purpose to increase the accuracy of temperature calibration by projection onto latent structures. The fluorescence spectra of Yb3+:CaF2 recorded in the 880–1120 nm band with a resolution of approximately 0.2 nm in the temperature range from 66 to 150°C in 2°C increments are used as an example. The best result for the root-mean-square error of temperature prediction in the test sample (0.45°C) was obtained by interval projection onto latent structures by a combination of moving windows. The use of methods for selecting spectral variables improved more than two times the accuracy of temperature calibration. |
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