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Model-based uniformity control for epitaxial silicon deposition

机译:外延硅沉积的基于模型的均匀性控制

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摘要

Semiconductor fabrication requires tight specification limits on thickness and resistivity for epitaxially deposited silicon films. Our testbed system for integrated, model-based, run-to-run control of epi films incorporates a Centura tool with an epi deposition chamber, an in-line epi film thickness measurement tool, and off-line thickness and resistivity measurement systems. Automated single-input-single-output, run-to-run control of epi thickness has been successfully demonstrated. An advanced multi-objective controller is described, which seeks to provide simultaneous epi thickness control on a run-to-run basis using the in-line sensor, as well as combined thickness and resistivity uniformity control on a lot-to-lot basis using off-line thickness and resistivity sensors. Control strategies are introduced for performing combined run-to-run and lot-to-lot control, based on the availability of measurements. Techniques are proposed for dealing with multiple site measurements of multiple film characteristics taken at different sampling rates, as well as the use of time-based inputs and rate-based models. These concepts are widely applicable for semiconductor fabrication processes.
机译:半导体制造对外延沉积的硅膜的厚度和电阻率要求严格的规格限制。我们用于集成,基于模型的外延式运行的外延膜控制的测试平台系统集成了带有外延沉积室的Centura工具,在线外延膜厚度测量工具以及离线厚度和电阻率测量系统。自动化的单输入单输出,epi厚度的运行到运行控制已成功演示。描述了一种先进的多目标控制器,该控制器试图使用在线传感器在运行之间提供同时的Epi厚度控制,以及使用批次之间在批量之间提供厚度和电阻率均匀性的组合控制离线厚度和电阻率传感器。引入了控制策略,用于根据测量的可用性执行组合的批次间和批次间控制。提出了用于处理在不同采样率下获得的多个胶片特性的多站点测量的技术,以及使用基于时间的输入和基于速率的模型的技术。这些概念可广泛应用于半导体制造工艺。

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