Carassale, L., Marrè-Brunenghi, M. (2012). J. Wind Engrg. Ind. Aerodyn., (accepted)
Abstract
The concept of coherent structure is often
invoked for the qualitative analysis of the wind-induced pressure filed acting
on bluff bodies. Coherent structures are traditionally extracted from the
measured data through the Proper Orthogonal Decomposition (or Principal
Component Analysis, PCA), but serious concerns on their meaningfulness have
been risen. In an attempt to mitigate these problems, the Independent Component
Analysis (ICA) has been introduces and demonstrated some potentials to extract
coherent structures that are consistent with the observed phenomenon in term of
some features that are defined in this paper. Considering the case of the
pressure measured on a square-base prism immersed in a turbulent boundary layer
with a non-symmetrical configuration, PCA and ICA are applied to extract
coherent structures. The role of the model order, as well as the effect of a
non-homogeneous spatial discretization is investigated. |