A de-mixing approach for the management of large negative peaks in wind tunnel data


PhD candidate: François Rigo

Supervisors: Vincent Denoël

Other committee members: /

Funding: Boursier de doctorat ULiège - FNRS

Duration: 2 years

Demixing

 

 

Large negative peak pressures commonly take place near the edges of buildings due to the presence of local corner vortices and impingement of shear layers. As a result, Probability Density Functions (PDF) of the measured pressure signals exhibit one or more components which contributes to the non-Gaussianity of the pressure loading. These mixed flows can be modeled with mixture models. Whenever several processes coexist, and when one of them is leading in the tail of the statistical distribution, it is natural to construct the extreme value model with only this process leading in the tail and not with the mixed observed pressures. In this paper, we propose a method that is based on the autocorrelation of the pressure coefficient to de-mix the measured signals. This information improves the de-mixing process where classical methods would struggle. Indeed, the two phenomena to be separated and identified might be characterized by significantly different time-scales, which are not reflected in the PDF. In this paper, the large negative pressures measured on a flat roof are analyzed and decomposed into two elementary processes, namely, the flapping corner vortex and the turbulent flow detaching from the sharp upstream edges. This paper finally shows that an accurate decomposition of the recorded pressures into their underlying modes provides a more meaningful evaluation of extreme pressures. 

 

iconeDocumentPublications

Vortex induced vibration of two tandem cylinders in subcritical regime, 2020, May

A de-mixing approach for the management of large negative peaks in wind tunnel data, 2020

Mixture model approach for peak factor estimation and its application in cladding design, 2019, September 02

L’expérience a encore de beaux jours devant elle, 2019, May 06

Couplage vent - structure : Estimation corrigée de facteur de pointe dans le design de cladding & Modélisation aéroélastique de structures en interaction, 2019, February, 18

On the Use of the Cubic Translation to Model Bimodal Wind Pressures, 2019

On the use of the cubic translation to model bimodal wind pressures, 2019

Mixture model in high-order statistics for peak factor estimation on low-rise building, 2018, December 10

Vortex induced vibrations of rectangular cylinders arranged on a grid, 2018, December 10

VIV response of a suspended sphere nearby the critical Reynolds number, 2018, September 10

Vortex induced vibrations of rectangular cylinders arranged on a grid, 2018

Unsteady pressure measurement around aerodynamic bodies: Development of a calibration apparatus and wind tunnel testing, 2017, mémoire de licence/master

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