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Cited by 9 publications
(11 citation statements)
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“…The training process consists of two steps and is summarized in the follwing paragraphs, for further information consult [7,8,9]:…”
Section: Training Processmentioning
confidence: 99%
See 2 more Smart Citations
“…The training process consists of two steps and is summarized in the follwing paragraphs, for further information consult [7,8,9]:…”
Section: Training Processmentioning
confidence: 99%
“…Compared to linear aerodynamic models, URANS-solver can capture nonlinear effects in the transonic flow regime such as separation and shock movement at the cost of high computing times. Reduced order models (ROM) can reduce this computational cost significantly which is very important for coupled fluid-structure interaction simulations of large aircraft structures [16,9].…”
Section: Introductionmentioning
confidence: 99%
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“…POD with a Markov-Chain interpolator function and Radial-Basis Function Artificial Neural Network (RBF-ANN) to model nonlinear aerodynamic flows for aero-structural calculations, in this approach the input and output were the POD coefficients of the grid displacement and aerodynamic force distribution [17,18], the authors also suggested that excessive POD modes may degrade the approximation accuracy. Therefore, it is cumbersome to balance the number of POD modes for both input and output.…”
mentioning
confidence: 99%
“…Several of these techniques have been demonstrated to construct nonlinear ROM or surrogate models for aeroleasticity successfully [2,6,14,[16][17][18]; the majority of these have been investigated to provide a nonlinear mapping function for dynamic aeroelastic problems such as LCOs, but at the expense of flow field information. Recently, Yao and Liou [21] proposed a nonlinear model by assembling a set of linear models that are each valid in the vicinity of sampling points, which provides not only the aerodynamic force but also the flow field information for nonlinear aeroelastic modeling.…”
mentioning
confidence: 99%