首页|期刊导航|南通职业大学学报|基于红外干涉法的SiC外延层厚度测量反演建模

基于红外干涉法的SiC外延层厚度测量反演建模OA

Inverse Modeling of SiC Epitaxial Layer Thickness Measurement Using Infrared Reflectometry

中文摘要英文摘要

针对 SiC 外延厚度红外干涉测量中双光束与多光束干涉混合、材料色散效应等问题,提出一种融合物理机制与数据驱动优化的红外干涉测量模型,通过建立基于Cauchy色散的正向干涉模型,构建以反射谱残差最小化为目标的反演优化框架.对于双光束干涉场景,采用差分进化(differential evolution,DE)算法进行全局优化,实现厚度精确反演,结果显示,平均厚度为 6.48 μm(10°入射)与5.47 μm(15°入射),相对误差低于 5.17%;对于多光束干涉,推导出反射率阈值(R>0.5)并作为判别条件,拟合均方根误差(RMSE)降至0.175.研究结果表明,所提方法具有较高的反演精度与鲁棒性.

In addition to the mixing of dual-beam and multi-beam interferences,the material dispersion effects are found in infrared interferometric measurement of SiC epitaxial layer thickness.An infrared interferometric measurement model combining physical mechanisms and data-driven optimization is proposed to construct an inversion optimization framework with the minimization of reflection spectrum residuals by establishing a forward interference model based on Cauchy dispersion.For dual-beam interference,the differential evolution(DE)algorithm is used to achieve high-precision inversion with the average thickness of 6.48 μm(10° incidence)and 5.47 μm(15° incidence),and a relative error of less than 5.17%.For multi-beam interference,a reflection threshold(R>0.5)is derived and used as a criterion,obtaining the reduced root mean square error(RMSE)of 0.175.The results show that the proposed model helps achieve high inversion accuracy and robustness.

沈思妤

南通大学 数学与统计学院,江苏 南通 226019

信息技术与安全科学

红外干涉测量SiC外延层厚度Cauchy色散模型差分进化(DE)算法参数反演

infrared interferometric measurementSiCepitaxial thicknessCauchy dispersion modeldifferential evolution(DE)algorithmparameter inversion

《南通职业大学学报》 2026 (1)

53-59,7

10.3969/j.issn.1008-5327.2026.01.010

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