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Endpoint detection device for realizing real-time control of plasma reactor, plasma reactor with endpoint detection device, and endpoint detection method

机译:用于实现等离子体反应器的实时控制的端点检测装置,具有端点检测装置的等离子体反应器和端点检测方法

摘要

An endpoint detection device, a plasma reactor with the endpoint detection device, and an endpoint detection method are provided. The endpoint detection device includes an OES data operation unit, a data selector, a product generator, an SVM, and an endpoint determiner. The OES data operation unit processes reference OES data by normalization and PCA. The data selector selects part of the linear reference loading vectors and selects part of the selected linear reference loading vectors. The product generator outputs at least one reference product value. The SVM performs regression and outputs a prediction product value. The endpoint determiner detects a process wafer etch or deposition endpoint and outputs a detection signal.
机译:提供了终点检测装置,具有该终点检测装置的等离子体反应器以及终点检测方法。端点检测设备包括OES数据运算单元,数据选择器,乘积生成器,SVM和端点确定器。 OES数据操作单元通过归一化和PCA处理参考OES数据。数据选择器选择线性参考加载向量的一部分,并选择所选线性参考加载向量的一部分。产品生成器输出至少一个参考产品值。 SVM执行回归并输出预测乘积值。终点确定器检测工艺晶片蚀刻或沉积终点并输出检测信号。

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