The semiconductor foundry industry faces challenges in managing diverse customer demands and complex manufacturing processes. Variations in the chemical vapor deposition process affect transistor parameters and yield. Siemens' Calibre® software with machine learning techniques create a virtual metrology model that outperforms traditional methods. An advanced process control system, incorporating design features and real-time data, improves process capability and reduces film thickness variations in high-mix product foundry fabs, as confirmed by control simulations.
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Lee et al. (2024) studied this question.
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