Computationally efficient modeling of transient radiation in a purely scattering foam layer /
Abstract (Summary)
COMPUTATIONALLY EFFICIENT MODELING OF TRANSIENT
RADIATION IN A PURELY SCATTERING FOAM LAYER
R. Scott Larson
Department of Mechanical Engineering
Master of Science
An efficient solution method for evaluating radiative transport in a foam layer is a
valuable tool for predicting the properties of the layer. Two different solution methods
have been investigated.
First, a reverse Monte Carlo (RMC) simulation has been developed. In the RMC
simulation photon bundles are traced backwards from a detector to the source where they
were emitted. The RMC method takes advantage of time reflection symmetry, allowing
the photons to be traced backwards in the same manner they are tracked in a standard
forward Monte Carlo scheme.
Second, a reduced order model based on the singular value decomposition (ROM)
has been developed. ROM uses solutions of the reflectance-time profiles found for
specific values of the governing parameters to form a solution basis that can be used to
generate the profile for any arbitrary values of the parameter set.
The governing parameters that were used in this study include the foam layer
thickness, the asymmetry parameter, and the scattering coefficient. Layer thicknesses
between 4 cm and 20 cm were considered. Values of the asymmetry parameter varied
between 0.2 and .08, while the scattering coefficient ranged from 2800 m
-1 to 14000 m-1.
Ten blind test cases with parameters chosen randomly from these ranges were run
and compared to an established forward Monte Carlo (FMC) solution to determine the
accuracy and efficiency of both methods. For both RMC and ROM methods the
agreement with FMC is good. The average difference in areas under the curves relative to
the FMC curve for the ten cases of RMC is 7.1% and for ROM is 7.6%. One of the ten
cases causes ROM to extrapolate outside of its data set. If this case is excluded the
average error for the remaining nine cases is 5.3%. While the efficiency of RMC for this
case is not much greater than that of FMC, it is advantageous in that a solution over a
specified time range can be found, as apposed to the FMC where the entire profile must
be found. ROM is a very efficient solution method. After a library of solutions is
developed, a separated solution with different parameters can be found essentially in realtime.
Because of the efficiency of this ROM it is a very promising solution technique for
property analysis using inverse methods.
Bibliographical Information:
Advisor:
School:Brigham Young University
School Location:USA - Utah
Source Type:Master's Thesis
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