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Publication: Simulating pressure coefficients on a circular cylinder at Re = 106 by cognitive classifiers

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Title Simulating pressure coefficients on a circular cylinder at Re = 106 by cognitive classifiers
Authors/Editors* X. Gavalda , J. Ferrer-Gener , Gregory A. Kopp , Francesc Giralt , J. Galsworthy
Where published* USA
How published* Journal
Year* 2009
Volume Computers and Structures 87
Number
Pages 838–846
Publisher Elsevier
Keywords Circular cylinder Wind loads Forecasting time-series Fuzzy ARTMAP
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Abstract
A system formed by multiple fuzzy ARTMAP neural algorithms, operating in parallel, was applied to capture the dynamics of surface pressures from a circular cylinder in cross flow and to forecast the time histories. Pressure data measured at all locations around the section at earlier instants of time were needed to yield accurate temporal predictions of the lower order statistics of pressure, lift and drag. However, using data from only a few adjacent pressure taps at earlier times was not sufficient since pressure in incompressible turbulent flows depends on velocity fluctuations over the entire flow domain.
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