Książka Development of Efficient UQ and RO Methods Dinesh Kumar

Development of Efficient UQ and RO Methods

With CFD Applications

Autor: Dinesh Kumar
Język: Angielski
Oprawa: Miękka
Dostępność: Dostępna u dostawcy
Wysyłamy za 5-8 dni
239.95
The application and use of aeronautical components such as engines, wings, or complete airplanes are...

Informacje o książce

Autor
Język
Angielski
Oprawa
Książka - Miękka
Data wydania
2017
strony
196
EAN
9783330046559
Enbook ID
16045152
Waga
310
Wymiary
150 x 220 x 12

Pełny opis

The application and use of aeronautical components such as engines, wings, or complete airplanes are all subject to uncertainties. These uncertainties can have an important effect on the performance (output) of these components. Polynomial chaos is a recent methodology to account for uncertainties that can be described by a distribution function. The method allows to obtain the distribution of the output for given input distributions. A problem of the method is the so-called curse-of-dimensionality. In the present work a cure is proposed based on a reduced basis approach. By simulations on a coarse grid the covariance of the output in stochastic space is determined, allowing to find a reduced basis via a proper orthogonal decomposition. The methodology is applied to a 2D airfoil and a 3D transonic compressor. This work also deals with robust, gradient based, shape optimization. The required gradients of the mean objective and of the variance of the objective can be determined via a polynomial chaos expansion of the gradient. Because of the high number of design variables, typical for shape optimization, an adjoint methodology is used.

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