http://www.et.tu-dresden.de/rst.htm (Institut für Regelungs- und Steuerungstheorie)

Controlling Czochralski Crystal Growth

Institut für Regelungs- und Steuerungstheorie

http://www.ikz-berlin.de (Institute of Crystal Growth)
1. Project Overview 2. Process Overview 3. Control Tasks 4. Observers
5. Pulling Velocity Control 6. Temperature Control 7. References Jobs, Student's Jobs etc.

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Nonlinear Observer for Estimation of $ r_i$ and $ \alpha _i$

This page is just intended to explain the real basics of the designed observer. It will be discussed in detail in a article to be published in a few months when experimental results are available.

Aim: Conclusion from measurements (e.g., force $ F$) to unmeasurable variables (e.g. crystal radius $ r_i$, growth angle $ \alpha _i$).

Main principle of the observer

  • Introduction of auxiliary variables $ z_1$, $ z_2$:
    $\displaystyle z = \begin{pmatrix}z_1 \\ z_2 \end{pmatrix}:= \begin{pmatrix}r_i \\ r_i' \end{pmatrix} + \begin{pmatrix}\Psi_1(F) \\ \Psi_2(F) \end{pmatrix}$    

    where $ \Psi_1(F)$ and $ \Psi_2(F)$ are nonlinear functions of the force $ F$.

  • Observer state:

    $\displaystyle \hat z = \begin{pmatrix}\hat z_1 \\ \hat z_2 \end{pmatrix}:= \beg...
...\ \hat r_i' \end{pmatrix} + \begin{pmatrix}\Psi_1(F) \\ \Psi_2(F) \end{pmatrix}$    

  • Observer equations can be derived from a process model: $ \hat z' = g(\hat z, v_z, F)$

  • Observation error: $ \tilde z_1 := \hat z_1 - z_1 = \hat r_i - r_i, \qquad \tilde z_2 := \hat z_2 - z_2 = \hat r_i' - r_i'$

  • Choose $ \Psi_1(F)$ and $ \Psi_2(F)$ in such a way that the observation error converges towards zero fast enough.

    A first method consists in parameterizing $ \Psi_1$ and $ \Psi_2$ as functions of the desired crystal radius and its derivatives and of the measurements.

  • Conclusion:

    $\displaystyle \begin{pmatrix}\tilde z_1 \\ \tilde z_2 \end{pmatrix} \to \begin{...
...hat r_i \\ \hat r_i' \end{pmatrix} \to \begin{pmatrix}r_i \\ r_i' \end{pmatrix}$    

  • Problems with singularities (related to $ \Psi_1(F),\Psi_2(F)$) can be overcome by a proper choice of the desired crystal shape $ \tilde r(\lambda)$.


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Last modified: Mon Jul 1 20:04:10 2002