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Mixture model approach for peak factor estimation and its application in cladding design
Rigo, François; Andrianne, Thomas; Denoël, Vincent
2019The 15th International Conference on Wind Engineering
 

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Keywords :
wind pressure; peak factor; non-Gaussianity; mixture distribution; wind tunnel tests; low-rise building; monotone criterion
Abstract :
[en] To design reliable structures, extreme pressures and peak factors are required. In many applications of Wind Engineering, their statistical analysis has to be performed by consid- ering their non-Gaussian nature. In particular, in the shear layers and where local vortices are formed, it is commonly observed that measured pressures might exhibit two or more significant components, which can be modeled with mixture models. Mixing two components with unequal weight may result in much larger non-Gaussianities (even if the two components are Gaussian) than a single (non-Gaussian) component. For this reason and some others, it is important to split a mixed flow into its underlying components. In this paper, we propose a novel de-mixing method. Unlike existing approaches which are based on a nonlinear least-square fitting of the probability density function (PDF), the proposed method is supported by the different timescales of the mixed phenomena. The method is briefly described, and two examples of application are given.
Research Center/Unit :
Wind Tunnel Laboratory - Structural & Stochastic Dynamics Lab (Faculty of Applied Sciences, University of Liege)
Disciplines :
Civil engineering
Author, co-author :
Rigo, François  ;  Université de Liège - ULiège > Département d'aérospatiale et mécanique > Interactions Fluide-Structure - Aérodynamique expérimentale
Andrianne, Thomas  ;  Université de Liège - ULiège > Département d'aérospatiale et mécanique > Interactions Fluide-Structure - Aérodynamique expérimentale
Denoël, Vincent  ;  Université de Liège - ULiège > Département ArGEnCo > Analyse sous actions aléatoires en génie civil
Language :
English
Title :
Mixture model approach for peak factor estimation and its application in cladding design
Publication date :
02 September 2019
Event name :
The 15th International Conference on Wind Engineering
Event organizer :
Tongji University and Jiaotong University
Event place :
Beijing, China
Event date :
from 01-09-2019 to 06-09-2019
Audience :
International
Available on ORBi :
since 17 February 2020

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