• DocumentCode
    2170478
  • Title

    Nonlinear regression fits for simulated cycle time vs. throughput curves for semiconductor manufacturing

  • Author

    Johnson, Rachel T. ; Yang, Feng ; Ankenman, Bruce E. ; Nelson, Barry L.

  • Author_Institution
    Dept. of Ind. Eng. & Manage. Sci., Northwestern Univ., Evanston, IL, USA
  • Volume
    2
  • fYear
    2004
  • fDate
    5-8 Dec. 2004
  • Firstpage
    1951
  • Abstract
    This paper illustrates an example of the use of a metamodeling approach to simulation through an example of two real world semiconductor manufacturing systems. The meta-model used was from Yang et al. (2004) and has similarities to Cheng and Kleijnen (1999). The approach aims at reducing the amount of simulation work necessary to generate high quality cycle time-throughput (CT-TH) curves. The paper specifically focuses on demonstrating that, in practice, CT-TH curves can deviate significantly from forms currently assumed in the literature (Cheng and Kleijnen 1999).
  • Keywords
    regression analysis; semiconductor device manufacture; CT-TH curves; metamodeling; nonlinear regression; semiconductor manufacturing system; simulated cycle time; simulation work; throughput curves; Analytical models; Computational modeling; Manufacturing processes; Manufacturing systems; Metamodeling; Nonlinear equations; Production facilities; Semiconductor device manufacture; Throughput; Virtual manufacturing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference, 2004. Proceedings of the 2004 Winter
  • Print_ISBN
    0-7803-8786-4
  • Type

    conf

  • DOI
    10.1109/WSC.2004.1371554
  • Filename
    1371554