• DocumentCode
    1891423
  • Title

    Modeling and filtering of optical emission spectroscopy data for plasma etching systems

  • Author

    Rangan, Sundeep ; Spanos, Costas ; Poolla, K.

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., California Univ., Berkeley, CA, USA
  • fYear
    1997
  • fDate
    6-8 Oct 1997
  • Abstract
    Full-spectrum in situ optical emission spectroscopy (OES) has emerged as a promising technology for in-line sensor systems for plasma etching process control. In this paper, we present a novel empirical model-based approach for OES data filtering based on statistical principal component analysis and jump linear filtering. The modeling procedure is demonstrated on a commercial multilayer Al/TiN/SiO2 etch process. For this process, we show that the proposed model provides a succinct representation of the OES signals and is in excellent agreement with the experimental data
  • Keywords
    atomic emission spectroscopy; data compression; filtering theory; linear systems; optical sensors; parameter estimation; piecewise constant techniques; semiconductor process modelling; sputter etching; state estimation; state feedback; state-space methods; statistical process control; Al-TiN-SiO2; data compression; data filtering; empirical model-based approach; etching process control; feedback control; full-spectrum systems; in situ optical emission spectroscopy; in-line sensor systems; interacting multimodel filter; iterative algorithm; jump linear filtering; linear dynamical system output; multilayer Al/TiN/SiO2 etch process; parameter estimation; piecewise constant input; plasma etching systems; state estimation; statistical principal component analysis; subspace identification; two-state jump linear model; Etching; Filtering; Nonlinear filters; Optical filters; Optical sensors; Plasma applications; Process control; Sensor systems; Spectroscopy; Stimulated emission;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Semiconductor Manufacturing Conference Proceedings, 1997 IEEE International Symposium on
  • Conference_Location
    San Francisco, CA
  • Print_ISBN
    0-7803-3752-2
  • Type

    conf

  • DOI
    10.1109/ISSM.1997.664507
  • Filename
    664507