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Efficient Aerodynamic Shape Optimization with Deep-Learning-Based Geometric Filtering

AIAA Journal, 2020
Surrogate-based optimization has been used in aerodynamic shape optimization, but it has been limited due to the curse of dimensionality.
Ji-chao Li   +3 more
semanticscholar   +1 more source

Optimal shape detection

Proceedings 2000 International Conference on Image Processing (Cat. No.00CH37101), 2002
We present a new approach for accurate detection of two-dimensional shapes. We first derive an optimal smoothing filter, which minimizes both the noise power and the mean squared error between the input and the filter output. This operator is found to be a derivative of the double exponential (DODE) function.
Hankyu Moon   +2 more
openaire   +1 more source

PDE Constrained Shape Optimization as Optimization on Shape Manifolds

2015
The novel Riemannian view on shape optimization introduced in [14] is extended to a Lagrange–Newton as well as a quasi–Newton approach for PDE constrained shape optimization problems.
Volker H. Schulz   +2 more
openaire   +1 more source

Robust aerodynamic shape optimization—From a circle to an airfoil

Aerospace Science and Technology, 2019
Aerodynamic design optimization currently lacks robustness with respect to the starting design and requires trial and error in the flow solver and optimization algorithm settings to get a converged optimal design. We address need issue by developing ways
Xiaolong He   +4 more
semanticscholar   +1 more source

Aerodynamic shape optimization using a novel optimizer based on machine learning techniques

Aerospace Science and Technology, 2019
Aerodynamic shape optimization is usually a loop of an optimization model, an optimizer and an evaluation workflow. A new optimizer is proposed and tested for a typical aerodynamic shape optimization of missile control surfaces with computational fluid ...
Xinghui Yan   +3 more
semanticscholar   +1 more source

Impeller shape-optimization of stirred-tank reactor: CFD and fluid structure interaction analyses

, 2020
Mixing is an important operation in the chemical industry. The present numerical study, validated by experimental data, offers a computational framework for minimizing the stirred-tank reactor power consumption and the impeller equivalent stress.
S. S. Hoseini   +3 more
semanticscholar   +1 more source

Shape optimization with p adaptivity

AIAA Journal, 1994
A methodology is developed to integrate \(p\)-adaptive analysis with shape optimization for general velocity fields. The key contributions lie in an easily implementable shape update strategy and in an adaptive scheme to locally increase the polynomial order based on error indicators.
Salagame, Raviprakash   +1 more
openaire   +2 more sources

Benchmark aerodynamic shape optimization with the POD-based CST airfoil parametric method

Aerospace Science and Technology, 2019
This paper conducts a benchmark aerodynamic shape optimization with the developed POD-based CST airfoil parametric method. The POD analysis transforms the basis functions of the CST parametric method into reduced orthogonal POD basis functions which are ...
Xiaojing Wu   +3 more
semanticscholar   +1 more source

Structural shape optimization by IGABEM and particle swarm optimization algorithm

Engineering Analysis With Boundary Elements, 2018
T T Nguyen   +2 more
exaly   +2 more sources

Optimal Shape and Inclusion

2005
Access to the shape by its exterior is solved using convex hull. Many algorithms have been proposed in that way. This contribution addresses the open problem of the access of the shape by its interior also called convex skull. More precisely, we present approaches in discrete case.
Jean-Marc Chassery, David Coeurjolly
openaire   +1 more source

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