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Robust solution to the inverse problem in optical scatterometry.

Jinlong Zhu, Shiyuan Liu, Xiuguo Chen

    Optics Express
    |October 17, 2014
    PubMed
    Summary
    This summary is machine-generated.

    This study introduces a robust estimation method for optical scatterometry, improving accuracy by addressing non-normal measurement errors. The new approach enhances parameter estimation, overcoming limitations of traditional least squares methods.

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    Area of Science:

    • Optical Metrology
    • Data Analysis

    Background:

    • Optical scatterometry commonly uses the least squares (LSQ) function, assuming normal error distributions.
    • This assumption is often violated in practice due to complex error sources, leading to inaccurate results.

    Purpose of the Study:

    • To develop a more robust method for optical scatterometry that accounts for non-normally distributed measurement errors.
    • To improve the accuracy of parameter estimation in optical scatterometry.

    Main Methods:

    • Proposed a novel robust estimation method.
    • Integrated a robust regression procedure into each iteration of the Gauss-Newton (GN) method.
    • Validated the method through simulations and experimental data.

    Main Results:

    • The proposed robust method effectively handles abnormal error distributions.
    • Achieved more accurate parameter departure vectors compared to traditional LSQ-based GN methods.
    • Demonstrated the practical feasibility of the robust approach.

    Conclusions:

    • Robust estimation offers a significant improvement over traditional LSQ methods in optical scatterometry.
    • The proposed method provides a reliable solution for accurate analysis of optical scatterometry data with non-ideal error characteristics.