Abstract
A multivariate model of temperature calibration by the spectra of green up-conversion fluorescence based on the principal component analysis, cluster analysis, and the interval projection to latent structures is developed to select the best erbium- and ytterbium-doped germanate glasses and glass-ceramics for sensitive elements of fluorescent temperature sensors. The calibration model constructed for GeO2–Na2O–Yb2O3–MgO–La2O3–Er2O3 glass ceramics using 95 spectral variables is characterized by the best quality parameters, namely, the root-mean-square error is 0.37 K, the residual predictive deviation for a test sampling is >102, and the relative error does not exceed 0.20%.
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REFERENCES
F. J. Duarte, Tunable Laser Applications (CRC, Taylor Francis Group, New York, 2009).
W. Shi, Q. Fang, X. Zhu, R. Norwood, and N. Peyghambarian, Appl. Opt. 53, 6554 (2014).
M. Mikami, H. Watanabe, K. Uheda, S. Shimooka, Y. Shimomura, T. Kurushima, and N. Kijima, IOP Conf. Ser.: Mater. Sci. Eng. 1, 1 (2009).
J. E. Kogel, N. C. Trivedi, J. M. Barker, and S. T. Krukowski, Industrial Minerals and Rocks: Commodities, Markets, and Uses (Soc. Mining, Metall. Explorat., Littleton, CO, 2006).
X. Wang, Q. Liu, Y. Bu, C.-S. Liu, T. Liu, and X. Yan, RSC Adv. 5, 86219 (2015).
V. P. Afanas’ev, V. N. Vasil’ev, A. I. Ignat’ev, E. V. Kolobkova, N. V. Nikonorov, A. I. Sidorov, and V. A. Tsekhomskii, J. Opt. Technol. 80, 635 (2013).
L. J. Dowell, G. T. Gillies, S. W. Allison, and M. R. Cates, Tech. Rep. K/TS-11, 771 (U) (Martin Marietta Energy Syst. Inc., 1986), p. 77.
B. A. Weinstein, Rev. Sci. Instrum. 57, 910 (1986).
M. Outis, C. Laia, M. Oliveira, B. Monteiro, and C. A. Pereira, ChemPlusChem (2020). https://doi.org/10.1002/cplu.202000034
I. E. Kolesnikov, A. A. Kalinichev, M. A. Kurochkin, E. V. Golyeva, A. S. Terentyeva, E. Yu. Kolesnikov, and E. Lähderanta, Sci. Rep. 9, 2043 (2019). https://doi.org/10.1038/s41598-019-38774-6
V. Klinkov, V. A. Aseev, A. Semencha, and E. Tsimerman, Sens. Actuators, A 277, 157 (2018).
F. Lahoz, I. R. Martín, K. Soler-Carracedo, J. M. Cáceres, J. Gil-Rostra, and F. Yubero, J. Lumin. 206, 492 (2019). https://doi.org/10.1016/j.jlumin.2018.10.103
M. Kochanowicz, D. Dorosz, J. Zmojda, J. Dorosz, and P. Miluski, J. Lumin. 151, 155 (2014).
M. A. Khodasevich and V. A. Aseev, Opt. Spectrosc. 124, 748 (2018).
K. H. Esbensen and P. Geladi, Compr. Chemometr. 2, 211 (2009).
P. Geladi and B. Kowalski, Anal. Chim. Acta 185, 1 (1986).
M. A. Khodasevich and N. A. Saskevich, Vest. NAN Belarusi, Ser. Fiz.-Mat. Nauk 54, 69 (2018).
L. Norgaard, A. Saudland, J. Wagner, J. P. Nielsen, L. Munck, and S. B. Engelsen, Appl. Spectrosc. 54, 413 (2000).
Y. P. Du, Y. Z. Liang, J. H. Jiang, R. J. Berry, and Y. Ozaki, Anal. Chim. Acta 501, 183 (2004).
P. C. Williams and D. Sobering, in Near Infrared Spectroscopy: The Future Waves, Ed. by A. M. C. Daves and P. C. Williams (NIR Publ., Chichester, 1995), p. 185.
V. Rai and S. B. Rai, Spectrochim. Acta, Part A 68, 1406 (2007).
M. A. Khodasevich, V. A. Aseev, Yu. A. Varaksa, E. V. Kolobkova, and G. V. Sinitsyn, Mater. Phys. Mech. 24, 18 (2015).
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This work was supported by the Belarusian Republican Foundation for Basic Research (project no. F20R-342) and the Russian Foundation for Basic Research (project 20-58-00054 Bel-A).
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Aseev, V.A., Borisevich, D.A., Khodasevich, M.A. et al. Calibration of Temperature by Normalized Up-Conversion Fluorescence Spectra of Germanate Glasses and Glass Ceramics Doped with Erbium and Ytterbium Ions. Opt. Spectrosc. 129, 297–302 (2021). https://doi.org/10.1134/S0030400X21030048
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DOI: https://doi.org/10.1134/S0030400X21030048