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New mathematical techniques for fluid flow simulation

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Advisor: Dr. Sabine Le Borne. Objectives ... S. Le Borne and D. Cook. Construction of a discrete divergence-free basis through orthogonal ... – PowerPoint PPT presentation

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Title: New mathematical techniques for fluid flow simulation


1
New mathematical techniques for fluid flow
simulation David W. Cook II Department of
Mathematics, College of Arts and
Sciences Tennessee Technological University,
Cookeville, Tennessee Advisor Dr. Sabine Le Borne
  • Introduction
  • Computational fluid dynamics (CFD) is the
    simulation on a computer of how fluids flow in an
    environmenthow water flows over a waterfall, for
    example.
  • Results
  • The major accomplishment of this project has been
    the development and implementation of the H-QR
    factorization technique to construct a
    well-conditioned, approximate null basis Z.
  • The numerical tests have been performed on a Dell
    690n workstation (2.33 GHz, 32 GB memory) using
    the H-matrix library HLIB (available at
    http//www.hlib.org).
  • We compare the time and storage requirements of
    the novel H-QR method with the respective
    quantities for
  • the classic, full QR method, and
  • a sparse, implicit variant called SPQR.
  • Method Description
  • Hierarchical Matrices were introduced in 1999 as
    a means of storing and manipulating large dense
    matrices. H-matrices are nice because they
    offer efficient storage and efficient
    (approximate) matrix operations such as matrix
    evaluations, sums, products, inverses, and
    factorizations.
  • An H-matrix is divided into blocks, and each of
    these blocks, if suitable, is replaced with a
    low-rank representation computed by a SVD
    (singular value decomposition). Blocks which are
    not suitable are stored in their original form,
    as full matrices. Matrix arithmetic is performed
    with respect to these blocks with truncations to
    a lower rank wherever necessary.
  • Objectives
  • The objective of this undergraduate research
    project is to develop a new solver for saddle
    point systems through a combination of
  • the well-known null space method, and
  • the novel technique of hierarchical matrices.

Conclusions Through the development of our new
technique, we have been able to dramatically
reduce both the time and memory requirements to
compute a null basis Z which will accelerate the
numerical simulation of fluid flow. We will next
investigate the required accuracy of a null basis
and suitable preconditioners for the null space
method. With a successful outcome, more
accurate flow simulations will be feasible in
shorter time.
Acknowledgments This material is based upon
work supported by the National Science Foundation
under Grant No. 0408950 and by the Department of
Energy under DOE Grant No. DE-FG02-04ER25649. Any
opinions, findings, conclusions, or
recommendations expressed in this material are
those of the authors and do not necessarily
reflect the views of the National Science
Foundation or the Department of Energy.
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