4.7 Article

Principal component transport in turbulent combustion: A posteriori analysis

Journal

COMBUSTION AND FLAME
Volume 162, Issue 5, Pages 1919-1933

Publisher

ELSEVIER SCIENCE INC
DOI: 10.1016/j.combustflame.2014.12.011

Keywords

Turbulent flames; The one-dimensional turbulence model; Principal component analysis; Low-dimensional manifolds

Funding

  1. National Science Foundation [DMS-1217200]
  2. Direct For Mathematical & Physical Scien
  3. Division Of Mathematical Sciences [1217200] Funding Source: National Science Foundation

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This paper presents a posteriori validation of the solution of a turbulent combustion problem based on the transport of principal components (PCs). The PCs are derived from a priori principal component analysis (PCA) of the same composition space. This analysis is used to construct and tabulate the PCs' chemical source terms and diffusion coefficients in terms of the PCs using artificial neural networks (ANN). The a posteriori validation is implemented on a stand-alone one-dimensional turbulence (ODT) simulation of Sandia Flame F resulting in a very good reconstruction of the original thermo-chemical scalars profiles with 3 PCs at different downstream distances. (C) 2014 The Combustion Institute. Published by Elsevier Inc. All rights reserved.

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