TY - JOUR
T1 - Radiative modeling of hollow-fiber-doped silica aerogel composites enabled by transmittance-based complex refractive index inversion
AU - Ma, Yuan
AU - Tang, G. H.
N1 - Publisher Copyright:
© 2026 Elsevier Ltd and Techna Group S.r.l. All rights are reserved, including those for text and data mining, AI training, and similar technologies.
PY - 2026
Y1 - 2026
N2 - The complex refractive indices of infrared-functional additives are pivotal for accurately predicting radiative heat transfer and designing high-temperature-resistant aerogel composites. However, existing datasets for specific materials frequently exhibit substantial discrepancies and lack comprehensive spectral coverage across the critical infrared range. In this study, a transmittance-driven inverse model was developed to retrieve broadband complex refractive indices spanning 2-25 μm, eliminating the need for a known real refractive index at a reference wavelength. Integrating low-dimensional parameterization, the Kramers-Kronig (K-K) relation, and a residual-adaptive hybrid optimization framework that combines a genetic algorithm with sequential quadratic programming (GA→SQP), the model was validated through application to three distinct infrared opacifier additives. The retrieved complex refractive indices not only precisely replicate experimental transmittance measurements but also demonstrate strong overall consistency with literature data. Leveraging these refined refractive index datasets, numerical simulations revealed that radiative thermal conductivity increases as the incidence angle decreases, with this angular sensitivity becoming more pronounced at elevated temperatures. Furthermore, silica aerogel composites doped with hollow fibers outperform their solid-fiber counterparts in high-temperature radiative insulation, attributed to the enhanced short-wavelength (∼2-5 μm) scattering capabilities of hollow fibers. Specifically, at 1300 K, three-dimensionally randomly oriented silica aerogel composites doped with SiC hollow fibers (hollow ratio 0.6, volume fraction 5%) exhibit a 9.93% reduction in radiative thermal conductivity compared to composites doped with solid SiC fibers, alongside a 22.3% decrease in bulk density. This work establishes a generalized inverse model for deriving complex refractive indices from transmittance spectra, while also providing actionable design guidance for the development of lightweight, high-performance thermal insulation aerogel composites tailored to high-temperature environments.
AB - The complex refractive indices of infrared-functional additives are pivotal for accurately predicting radiative heat transfer and designing high-temperature-resistant aerogel composites. However, existing datasets for specific materials frequently exhibit substantial discrepancies and lack comprehensive spectral coverage across the critical infrared range. In this study, a transmittance-driven inverse model was developed to retrieve broadband complex refractive indices spanning 2-25 μm, eliminating the need for a known real refractive index at a reference wavelength. Integrating low-dimensional parameterization, the Kramers-Kronig (K-K) relation, and a residual-adaptive hybrid optimization framework that combines a genetic algorithm with sequential quadratic programming (GA→SQP), the model was validated through application to three distinct infrared opacifier additives. The retrieved complex refractive indices not only precisely replicate experimental transmittance measurements but also demonstrate strong overall consistency with literature data. Leveraging these refined refractive index datasets, numerical simulations revealed that radiative thermal conductivity increases as the incidence angle decreases, with this angular sensitivity becoming more pronounced at elevated temperatures. Furthermore, silica aerogel composites doped with hollow fibers outperform their solid-fiber counterparts in high-temperature radiative insulation, attributed to the enhanced short-wavelength (∼2-5 μm) scattering capabilities of hollow fibers. Specifically, at 1300 K, three-dimensionally randomly oriented silica aerogel composites doped with SiC hollow fibers (hollow ratio 0.6, volume fraction 5%) exhibit a 9.93% reduction in radiative thermal conductivity compared to composites doped with solid SiC fibers, alongside a 22.3% decrease in bulk density. This work establishes a generalized inverse model for deriving complex refractive indices from transmittance spectra, while also providing actionable design guidance for the development of lightweight, high-performance thermal insulation aerogel composites tailored to high-temperature environments.
KW - Complex refractive index
KW - Hollow fiber
KW - Radiative thermal conductivity
KW - Silica aerogel composite
KW - Transmittance-spectrum inversion
UR - https://www.scopus.com/pages/publications/105035325284
U2 - 10.1016/j.ceramint.2026.04.090
DO - 10.1016/j.ceramint.2026.04.090
M3 - 文章
AN - SCOPUS:105035325284
SN - 0272-8842
JO - Ceramics International
JF - Ceramics International
ER -