• 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