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MONITOR OF PLASMA PROCESSES WITH MULTIVARIATE STATISTICAL ANALYSIS OF PLASMA EMISSION SPECTRA

机译:等离子体过程监测及等离子体发射光谱的多元统计分析

摘要

Plasma process analysis techniques are provided. The intensity of each of a number, P, of a plurality of radiation wavelengths that are emitted from a plasma process are monitored as the process proceeds. Indications of P-dimensional correlations between the intensities of the P monitored wavelengths are produced as the process proceeds. Then the produced correlation indications are compared with a prespecified correlation indication generated based on historical conditions for the plasma process, to determine the status condition of the process as the process proceeds. With this technique, the use of a priori, expected, specific templates is not required for evaluating radiation emission data during a plasma process. Instead the techniques investigate and discover the multiple complex correlations that form between various radiation emission wavelengths during a plasma process, and do not impose an expectation for a specific correlation or trend between the various wavelengths. The discovered correlations found to exist between the radiation wavelengths are then employed for monitoring a plasma process based on the discovered correlations. The analysis techniques enables evaluation of interactions occurring across the entire spectrum of detected radiation emission wavelengths, and thus can accomplish detection and analysis of changes in a given plasma process due to shifts in the electrical and physical process environment as well as changes in a given process due to procession through stages of the process.
机译:提供了等离子体过程分析技术。随着等离子体处理的进行,对从等离子体等离子体发射的多个辐射波长中的每个P的强度进行监测。随着过程的进行,产生了P个监测波长的强度之间的P维相关性的指示。然后,将所产生的相关性指示与基于等离子处理的历史条件所产生的预定的相关性指示进行比较,以确定随着处理的进行该处理的状态条件。使用这种技术,不需要使用先验的,预期的,特定的模板来评估等离子工艺期间的辐射发射数据。取而代之的是,这些技术研究并发现了在等离子体工艺过程中各种辐射发射波长之间形成的多种复杂的相关性,并且没有对各种波长之间的特定相关性或趋势施加任何期望。然后,将发现存在于辐射波长之间的发现的相关性用于基于发现的相关性来监视等离子体过程。该分析技术能够评估在检测到的辐射发射波长的整个光谱上发生的相互作用,因此可以完成对由于电和物理过程环境的变化以及给定过程的变化导致的给定等离子体过程的变化的检测和分析由于过程的各个阶段。

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