DocumentCode
2438137
Title
Modified PCA algorithm for the end point monitoring of the small open area plasma etching process using the whole optical emission spectra
Author
Han, Kyounghoon ; Park, Kun Joo ; Chae, Heeyeop ; Yoon, En Sup
Author_Institution
Seoul Nat. Univ., Seoul
fYear
2007
fDate
17-20 Oct. 2007
Firstpage
869
Lastpage
873
Abstract
An end point detection algorithm for small area etching was developed using the modified principal component analysis. Because the traditional end point detection techniques used a few manually selected wavelength, noise render them ineffective easily. And it is hard to select the important wavelength when the open area gets small. Modified principal component analysis including the concept of ´product´ with the whole optical emission spectra was developed for the effective end point detection. The ´product´ means the multiplication of the raw data and loading vector of itself whereas the score vector uses the normalized data and loading vector. And this algorithm was applied for the small open area of SiO2 etching. In conclusions, the single wavelength signals of SiF (440.2nm), CO (483.5nm), and Si (505.6nm) was compared with the third product monitoring by the definition of ´signal change to noise ratio´. As the results, end point of 0.6% open area could be monitored using this algorithm, whereas the traditional single wavelength method could hardly detect.
Keywords
luminescence; noise; principal component analysis; sputter etching; CO; SiF; SiO2; end point detection algorithm; end point monitoring; loading vector; modified principal component analysis; noise render; score vector; single wavelength signals; small open area plasma etching process; whole optical emission spectra; Change detection algorithms; Detection algorithms; Etching; Monitoring; Optical devices; Optical noise; Plasma applications; Plasma waves; Principal component analysis; Stimulated emission; Double-coiled ICP; End point detection; Modified principal component analysis; Optical emission spectrometer; Plasma etching;
fLanguage
English
Publisher
ieee
Conference_Titel
Control, Automation and Systems, 2007. ICCAS '07. International Conference on
Conference_Location
Seoul
Print_ISBN
978-89-950038-6-2
Electronic_ISBN
978-89-950038-6-2
Type
conf
DOI
10.1109/ICCAS.2007.4407024
Filename
4407024
Link To Document