Optimal Control of Glass Cooling Using Simplified PN Theory

This paper summarizes work that the authors were involved in on the optimal control of cooling processes in industrial glass manufacturing. The problem is formulated as the minimization of a functional constrained by equations for the temperature and the radiation field. In an optimization algorithm, this system of constraints has to be solved tens of times. The problem becomes numerically tractable if we substitute the radiative transfer equation for the photons by its SPN approximation. We derive steady and time-dependent SPN approximations for radiative transfer in glass using an asymptotic analysis. An optimization algorithm using adjoint information from the forward problem is designed using an abstract Newton's method. We show the results of one sample cooling problem.

[1]  Edward W. Larsen,et al.  Asymptotic Derivation of the Multigroup P1 and Simplified PN Equations with Anisotropic Scattering , 1996 .

[2]  Stefan Ulbrich,et al.  Optimization with PDE Constraints , 2008, Mathematical modelling.

[3]  Axel Klar,et al.  Time-dependent simplified PN approximation to the equations of radiative transfer , 2007, J. Comput. Phys..

[4]  G. C. Pomraning Initial and boundary conditions for equilibrium diffusion theory , 1986 .

[5]  Edward W. Larsen,et al.  The Simplified P3 Approximation , 2000 .

[6]  G. C. Pomraning Asymptotic and variational derivations of the simplified PN equations , 1993 .

[7]  Axel Klar,et al.  Simplified P N approximations to the equations of radiative heat transfer and applications , 2002 .

[8]  Edward W. Larsen,et al.  A three-dimensional time-dependent unstructured tetrahedral-mesh SPN method , 1996 .

[9]  T. Steihaug The Conjugate Gradient Method and Trust Regions in Large Scale Optimization , 1983 .

[10]  Edward W. Larsen,et al.  Asymptotic analysis of radiative transfer problems , 1983 .

[11]  René Pinnau,et al.  Analysis of optimal boundary control for radiative heat transfer modeled by the $SP_{n}$-system , 2007 .

[12]  Axel Klar,et al.  A comparison of approximate models for radiation in gas turbines , 2004 .

[13]  Axel Klar,et al.  New Frequency-Averaged Approximations to the Equations of Radiative Heat Transfer , 2004, SIAM J. Appl. Math..

[14]  A. Arnold ANALYSIS OF OPTIMAL BOUNDARY CONTROL FOR RADIATIVE HEAT TRANSFER MODELED BY THE SP 1-SYSTEM , 2007 .

[15]  G. Thömmes,et al.  Optimal boundary control of glass cooling processes , 2004 .

[16]  Guido Thömmes Radiative Heat Transfer Equations for Glass Cooling Problems: Analysis and Numerics , 2002 .

[17]  R. Pinnau,et al.  Newton's method for optimal temperature-tracking of glass cooling processes , 2007 .

[18]  M. K. Choudhary,et al.  Mathematical modeling in the glass industry : An overview of status and needs , 1997 .

[19]  William W. Hager,et al.  Runge-Kutta methods in optimal control and the transformed adjoint system , 2000, Numerische Mathematik.

[20]  Rajesh Sharma,et al.  Asymptotic analysis , 1986 .

[21]  Edward W. Larsen,et al.  The simplified P2 approximation , 1996 .