Shenwei Yin, Jin-Woo Cho, Demeng Feng, Hongyan Mei, Tanuj Kumar, Chenghao Wan, Yeonghoon Jin, Minjeong Kim, Mikhail A. Kats
{"title":"Preventing overfitting in infrared ellipsometry using temperature dependence: fused silica as a case study","authors":"Shenwei Yin, Jin-Woo Cho, Demeng Feng, Hongyan Mei, Tanuj Kumar, Chenghao Wan, Yeonghoon Jin, Minjeong Kim, Mikhail A. Kats","doi":"arxiv-2409.05323","DOIUrl":null,"url":null,"abstract":"The dispersive linear optical properties of materials are frequently\ndescribed using oscillator models, where the oscillators represent interactions\nbetween light and various material resonances (vibrational, free-carrier,\ninterband, etc.). The state-of-the-art measurement of the complex refractive\nindex is variable-angle spectroscopic ellipsometry (VASE), where additional\nmeasurement angles and the measured depolarization of light provides much more\ninformation compared to simpler measurements such as single-angle reflectance\nand transmittance. Nevertheless, even state-of-the-art VASE data can be hard to\nuniquely fit using oscillator models, and the resulting models may be hard to\ninterpret physically. Here, we demonstrate the use of an additional degree of\nfreedom, temperature, to improve the accuracy, uniqueness, and physicality of\noscillator models of materials. Our approach relies on the well-understood\ntemperature dependence of material resonances, and in particular vibrational\nresonances in amorphous SiO2, which are expected to change monotonically from\nroom temperature to hundreds of degrees C. We performed VASE measurements at\ndifferent temperatures, independently fitted the data at each temperature, and\nthen confirmed that our models are unique and physical by monitoring the\ntemperature dependence of the resulting fitting parameters. Using this\ntechnique, we generated highly accurate and precise data sets and material\nmodels describing the mid-infrared complex refractive index of three different\ngrades of fused SiO2, which can then be used for modeling of mid-infrared\noptical components such as thermal emitters.","PeriodicalId":501214,"journal":{"name":"arXiv - PHYS - Optics","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Optics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2409.05323","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
The dispersive linear optical properties of materials are frequently
described using oscillator models, where the oscillators represent interactions
between light and various material resonances (vibrational, free-carrier,
interband, etc.). The state-of-the-art measurement of the complex refractive
index is variable-angle spectroscopic ellipsometry (VASE), where additional
measurement angles and the measured depolarization of light provides much more
information compared to simpler measurements such as single-angle reflectance
and transmittance. Nevertheless, even state-of-the-art VASE data can be hard to
uniquely fit using oscillator models, and the resulting models may be hard to
interpret physically. Here, we demonstrate the use of an additional degree of
freedom, temperature, to improve the accuracy, uniqueness, and physicality of
oscillator models of materials. Our approach relies on the well-understood
temperature dependence of material resonances, and in particular vibrational
resonances in amorphous SiO2, which are expected to change monotonically from
room temperature to hundreds of degrees C. We performed VASE measurements at
different temperatures, independently fitted the data at each temperature, and
then confirmed that our models are unique and physical by monitoring the
temperature dependence of the resulting fitting parameters. Using this
technique, we generated highly accurate and precise data sets and material
models describing the mid-infrared complex refractive index of three different
grades of fused SiO2, which can then be used for modeling of mid-infrared
optical components such as thermal emitters.