Research Article
Kernel Regression on Reflectance of Lithium Niobate in various Concentrations of Ruthenium Oxide
@INPROCEEDINGS{10.4108/eai.2-8-2019.2290481, author={Anne Mudya Yolanda and Muhammad Nur Aidi and Indahwati Indahwati and Irzaman Irzaman}, title={Kernel Regression on Reflectance of Lithium Niobate in various Concentrations of Ruthenium Oxide}, proceedings={Proceedings of the 1st International Conference on Statistics and Analytics, ICSA 2019, 2-3 August 2019, Bogor, Indonesia}, publisher={EAI}, proceedings_a={ICSA}, year={2020}, month={1}, keywords={kernel linbo3 reflectance ruo2}, doi={10.4108/eai.2-8-2019.2290481} }- Anne Mudya Yolanda
Muhammad Nur Aidi
Indahwati Indahwati
Irzaman Irzaman
Year: 2020
Kernel Regression on Reflectance of Lithium Niobate in various Concentrations of Ruthenium Oxide
ICSA
EAI
DOI: 10.4108/eai.2-8-2019.2290481
Abstract
Research on LiNbO3doped with RuO2has been widely developed. This study aimed to use kernel regression to measure the influence of wavelength to the percentage of reflectance of LiNbO3 doped with RuO2 and compare estimated results among all concentrations. A hundred candidates of bandwidth were tried to find the optimum bandwidth. For the percentage of reflectance with wavelength around 450.2 to 900.9, the results show that the optimum bandwidth is 11.56. The kernel regression performs smoothing and estimating at each data point based on the optimum bandwidth used so that the fitted data is closely following the observed data. The kernel regression model produced adjusted R-square as 0.9629, 0.9590, 0.9871, and 0.9840, respectively for LiNbO3doped with concentration 0, 2, 4, and 6%. For the same wavelength, the percentage of reflectance of a material made of LiNbO3doped with various concentration is higher than material made of LiNbO3only.
