Phase-Modulated Ellipsometry Based on Hybrid Algorithm for Non-Calibration Film Thickness Measurement
A phase-modulated ellipsometer enables non-contact, high-precision determination of thin-film optical parameters and thickness through polarized light modulation analysis. However, conventional ellipsometers suffer from limited measurement accuracy due to systemic calibration drift and environmental interference. This research presents a novel metrological approach integrating backpropagation neural networks (BP) with a hybrid Particle Swarm Optimization–Levenberg–Marquardt (PSO-LM) algorithm for thin-film thickness quantification. The proposed framework simultaneously determines system parameters and ellipsometry coefficients (ψ, Δ) via multi-objective optimization, achieving calibration-free thickness characterization with sub-nanometer precision. Experimental validation was performed on SiO2/Si samples with thicknesses ranging from 20 nm to 500 nm. Results demonstrate that the proposed method achieves a root mean square error (RMSE) of <0.006 across the entire thickness range, outperforming the traditional calibration-based method (RMSE ~ 0.008). In addition, the adaptability and stability of the algorithm to complex optical systems are also verified, providing a new method for industrial film thickness monitoring.
Authors
- Mai Hu
- Dingjun Qu (ORCID: https://orcid.org/0000-0001-8175-4979)
- Zhiwei Li (ORCID: https://orcid.org/0000-0001-5635-8499)
- Wei Jin (ORCID: https://orcid.org/0000-0002-6721-3460)
- Haiyan Luo (ORCID: https://orcid.org/0000-0001-8786-7456)
- Zuoda Zhou (ORCID: https://orcid.org/0009-0001-0753-9004)
- Wei Xiong (ORCID: https://orcid.org/0009-0006-0882-1374)
- Lai Wei (ORCID: https://orcid.org/0009-0006-5559-2746)
Institutions
- University of Science and Technology of China (CN)
- Hefei University of Technology (CN)
- Chinese Academy of Sciences (CN)
- Hefei Institutes of Physical Science (CN)
Publication Details
- Journal
- Photonics
- Published
- 2025-12-09
- DOI
- https://doi.org/10.3390/photonics12121217
- Primary Topic
- Optical Polarization and Ellipsometry
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- National Key Research and Development Program of China