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
- Authors: Khodasevich M.A.1, Aseev V.A.2
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Affiliations:
- Institute of Physics
- National Research University of Information Technologies
- Issue: Vol 124, No 5 (2018)
- Pages: 748-752
- Section: Geometrical and Applied Optics
- URL: https://bakhtiniada.ru/0030-400X/article/view/165710
- DOI: https://doi.org/10.1134/S0030400X18050089
- ID: 165710
Cite item
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.
About the authors
M. A. Khodasevich
Institute of Physics
Author for correspondence.
Email: m.khodasevich@ifanbel.bas-net.by
Belarus, Minsk, 220072
V. A. Aseev
National Research University of Information Technologies
Email: m.khodasevich@ifanbel.bas-net.by
Russian Federation, St. Petersburg, 197101
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