Title :
Automatic End Point Detection of Plasma Etching Process Using the Multi-Way PCA of the Whole Optical Emission Spectrum
Author :
Kyounghoon Han ; Jae Won Lee ; Chae, Heeyeop ; Kwang Hoon Han ; Kun Joo Park ; Sang Kyun Park ; En Sup Yoon
Author_Institution :
Sch. of Chem. & Biol. Eng., Seoul Nat. Univ.
Abstract :
Automatic detection algorithm is needed for the real batch process and multi-way principal component analysis is developed to analyze the OES data and extract key component that capture the endpoint signal. The traditional endpoint detection technique uses a few manually selected wavelengths in the plasma etching process, which are adequate for large open area. As the integrated circuit devices continue to shrink in geometry and increase in device density, detecting the endpoint for small open area or multi-layer presents a serious challenge to process engineers. In this paper, a high-resolution optical emission spectroscopy system is used to provide the necessary sensitivity for detecting subtle endpoint signals. In the case study, we applied this algorithm to the open data sources and real etch process, which showed more reasonable features. This end point features can be used for the improved process monitoring afterwards
Keywords :
automatic optical inspection; integrated circuits; plasma diagnostics; plasma materials processing; principal component analysis; process monitoring; sputter etching; automatic end point detection; integrated circuit device; multiway PCA; optical emission spectroscopy; optical emission spectrum; plasma etching process; principal component analysis; process monitoring; Algorithm design and analysis; Data analysis; Data mining; Detection algorithms; Etching; Optical sensors; Plasma applications; Principal component analysis; Signal analysis; Stimulated emission; End Point Detection; Multi-Way Principal Component Analysis; Optical Emission Spectroscopy;
Conference_Titel :
SICE-ICASE, 2006. International Joint Conference
Conference_Location :
Busan
Print_ISBN :
89-950038-4-7
Electronic_ISBN :
89-950038-5-5
DOI :
10.1109/SICE.2006.315668