Invention Grant
- Patent Title: Systems and methods for high precision optical characterization of carrier transport properties in semiconductor manufacturing
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Application No.: US17828284Application Date: 2022-05-31
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Publication No.: US11940488B2Publication Date: 2024-03-26
- Inventor: William W. Chism, II
- Applicant: XCalipr Corporation
- Applicant Address: US DE Dover
- Assignee: XCalipr Corporation
- Current Assignee: XCalipr Corporation
- Current Assignee Address: US DE Dover
- Agency: The Langley Law Firm, P.C.
- Main IPC: G01R31/28
- IPC: G01R31/28 ; G01R31/309

Abstract:
A precise optical technique for measuring electronic transport properties in semiconductors is disclosed. The sensitivity of the technique to electronic transport properties follows from a simple analytic expression for the Z dependence of a photo-modulated reflectance signal in terms of the (complex) carrier diffusion length. The sensitivity of the technique to electronic transport properties also enables a trained neural network to predict electronic transport properties directly from Z-scan photo-modulated reflectance data. Synthetic data and/or physical constraints may be derived from the analytical expression and incorporated into a machine learning algorithm. Moreover, electronic transport properties as determined or predicted may be used to enable machine learning based control of semiconductor process tools and/or manufacturing processes, including via advanced reinforcement learning algorithms.
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