User: Guest  Login
Document type:
Zeitschriftenaufsatz 
Author(s):
Zahn, Rebecca; Breitsamter, Christian 
Title:
Neuro-Fuzzy Network-Based Reduced-Order Modeling of Transonic Aileron Buzz 
Abstract:
In the present work, a reduced-order modeling (ROM) framework based on a recurrent neuro-fuzzy model (NFM) that is serial connected with a multilayer perceptron (MLP) neural network is applied for the computation of transonic aileron buzz. The training data set for the specified ROM is obtained by performing forced-motion unsteady Reynolds-averaged Navier Stokes (URANS) simulations. Further, a Monte Carlo-based training procedure is applied in order to estimate statistical errors. In order to de...    »
 
Keywords:
nonlinear system identification; reduced-order model; neuro-fuzzy model; multilayer perceptron neural network; transonic aileron buzz; unsteady aerodynamics 
Dewey Decimal Classification:
620 Ingenieurwissenschaften 
Journal title:
Aerospace 
Year:
2020 
Journal volume:
Journal issue:
11 
Pages contribution:
162 
Covered by:
Scopus 
Language:
en 
Fulltext / DOI:
Publisher:
MDPI AG 
E-ISSN:
2226-4310 
Accepted:
10.11.2020 
Date of publication:
13.11.2020 
TUM Institution:
Lehrstuhl für Aerodynamik und Strömungsmechanik