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Extending the applicability of implicit Monte Carlo Diffusion : frequency dependence and variance reduction using the difference formulation

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Title Extending the applicability of implicit Monte Carlo Diffusion : frequency dependence and variance reduction using the difference formulation
Names Cleveland, Mathew A. (creator)
Palmer, Todd (advisor)
Date Issued 2008-08-20T19:59:45Z (iso8601)
Note Graduation date: 2009
Abstract The intent of this work is to extend Implicit Monte Carlo Diffusion (IMD)[Gen.
2001] to account for frequency dependence and to incorporate the difference formulation[Szo. 2005] as a source manipulation variance reduction technique. This
work shows the derivation of the probabilities and the associated proofs which
govern the frequency dependent IMD algorithm. The frequency dependent IMD
code was tested using both grey and frequency dependent benchmarks. The Su
and Olson semi-analytic Marshak wave benchmark was used for grey problems[Su
1996]. The Su and Olson semi-analytic picket fence benchmark was used for the
frequency dependent problems[Su 1999]. The dependence upon mesh refinement
was tested for both the grey and frequency dependent algorithms.
This work also includes the derivation of the difference formulation as it applies
to IMD. The newly derived difference formulation is then tested using aforemen-
tioned benchmark problems. The effectiveness of the difference formulation is
analyzed for both the grey and the frequency dependent implementations.
We show that the frequency dependent IMD algorithm reproduces the Su and
Olson benchmarks. The spatial refinement studies dependence indicate that while
solution accuracy is not significantly compromised with coarse meshes, spatial resolution can suffer dramatically. The temporal refinement studies indicate that the
existence of numerical diffusion for large time steps may require adaptive mesh
refinement in time. Frequency group mesh refinement studies indicates that the
computational cost of refining the frequency group structure is likely less than that
of deterministic methods.
This work demonstrates that applying the difference formulation to the IMD
algorithm can result in an overall increase in the figure of merit for frequency dependent problems. However, the creation of negatively weighted particles from the
difference formulation can cause significant instabilities in regions of the problem
with sharp spatial gradiants in the solution. This will require the development of
an adaptive implementation of the difference formulation to focus its use in regions
that are at or near thermal equilibrium.
Genre Thesis
Topic IMD
Identifier http://hdl.handle.net/1957/9215

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