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Machine learning in aerodynamic shape optimization
Abstract Machine learning (ML) has been increasingly used to aid aerodynamic shape
optimization (ASO), thanks to the availability of aerodynamic data and continued …
optimization (ASO), thanks to the availability of aerodynamic data and continued …
Effective adjoint approaches for computational fluid dynamics
The adjoint method is used for high-fidelity aerodynamic shape optimization and is an
efficient approach for computing the derivatives of a function of interest with respect to a …
efficient approach for computing the derivatives of a function of interest with respect to a …
A review on design of experiments and surrogate models in aircraft real-time and many-query aerodynamic analyses
Full scale aerodynamic wind tunnel testing, numerical simulation of high dimensional (full-
order) aerodynamic models or flight testing are some of the fundamental but complex steps …
order) aerodynamic models or flight testing are some of the fundamental but complex steps …
Shape sensitivity of thermoacoustic oscillations in an annular combustor with a 3D adjoint Helmholtz solver
We model acoustic oscillations driven by velocity-coupled heat release rate fluctuations. We
obtain an inhomogeneous wave equation and convert it to the frequency domain with a …
obtain an inhomogeneous wave equation and convert it to the frequency domain with a …
Hard sail optimization and energy efficiency enhancement for sail-assisted vessel
The ship** industry has valued wind energy in the last decades due to the global
increasingly severe environmental situation. The sail-assisted vessels have employed …
increasingly severe environmental situation. The sail-assisted vessels have employed …
Latest developments in node-based shape optimization using vertex morphing parameterization
The latest updates on the Vertex Morphing technique for large optimization problems are
shown in this work. Discussions about the challenges of node-based shape optimization in …
shown in this work. Discussions about the challenges of node-based shape optimization in …
Shape optimization of structures with cutouts by an efficient approach based on XIGA and chaotic particle swarm optimization
Structural shape optimization is one important and crucial step in the design and analysis of
many engineering applications as it aims to improve structural characteristics, ie, reducing …
many engineering applications as it aims to improve structural characteristics, ie, reducing …
Algorithmic differentiation of the Open CASCADE Technology CAD kernel and its coupling with an adjoint CFD solver
M Banović, O Mykhaskiv, S Auriemma… - Optimization Methods …, 2018 - Taylor & Francis
Computer-aided design (CAD) tools are extensively used to design industrial components,
however, contrary to eg computational fluid dynamics (CFD) solvers, shape sensitivities for …
however, contrary to eg computational fluid dynamics (CFD) solvers, shape sensitivities for …
Parametric design velocity computation for CAD-based design optimization using adjoint methods
This paper presents an efficient optimization process, where the parameters defining the
features in a feature-based CAD model are used as design variables. The process exploits …
features in a feature-based CAD model are used as design variables. The process exploits …
[HTML][HTML] CAD integrated multipoint adjoint-based optimization of a turbocharger radial turbine
The adjoint method is considered as the most efficient approach to compute gradients with
respect to an arbitrary number of design parameters. However, one major challenge of …
respect to an arbitrary number of design parameters. However, one major challenge of …