Aerodynamic design optimization: Challenges and perspectives

JRRA Martins - Computers & Fluids, 2022 - Elsevier
Antony Jameson pioneered CFD-based aerodynamic design optimization in the late 1980s.
In addition to develo** the fundamental theory, Jameson implemented that theory in …

[HTML][HTML] State-of-the-art in aerodynamic shape optimisation methods

SN Skinner, H Zare-Behtash - Applied Soft Computing, 2018 - Elsevier
Aerodynamic optimisation has become an indispensable component for any aerodynamic
design over the past 60 years, with applications to aircraft, cars, trains, bridges, wind …

[HTML][HTML] Efficient aerodynamic shape optimization using variable-fidelity surrogate models and multilevel computational grids

HAN Zhonghua, XU Chenzhou, L Zhang… - Chinese Journal of …, 2020 - Elsevier
A variable-fidelity method can remarkably improve the efficiency of a design optimization
based on a high-fidelity and expensive numerical simulation, with assistance of lower-fidelity …

Robust aerodynamic shape optimization—from a circle to an airfoil

X He, J Li, CA Mader, A Yildirim… - Aerospace Science and …, 2019 - Elsevier
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 …

Multiple penalties and multiple local surrogates for expensive constrained optimization

G Li, Q Zhang - IEEE Transactions on Evolutionary …, 2021 - ieeexplore.ieee.org
This article proposes an evolutionary algorithm using multiple penalties and multiple local
surrogates (MPMLS) for expensive constrained optimization. In each generation, MPMLS …

Efficient aerodynamic shape optimization of transonic wings using a parallel infilling strategy and surrogate models

J Liu, WP Song, ZH Han, Y Zhang - Structural and Multidisciplinary …, 2017 - Springer
Surrogate models are used to dramatically improve the design efficiency of numerical
aerodynamic shape optimization, where high-fidelity, expensive computational fluid …

Variable-fidelity expected improvement method for efficient global optimization of expensive functions

Y Zhang, ZH Han, KS Zhang - Structural and Multidisciplinary Optimization, 2018 - Springer
The efficient global optimization method (EGO) based on kriging surrogate model and
expected improvement (EI) has received much attention for optimization of high-fidelity …

Surrogate-based aerodynamic shape optimization of a morphing wing considering a wide Mach-number range

B Liu, H Liang, ZH Han, G Yang - Aerospace Science and Technology, 2022 - Elsevier
Aerodynamic shape design considering both subsonic and hypersonic performance is a
challenge in the field of aerospace. Many studies have shown that morphing wing is a …

Surrogate-based aerodynamic shape optimization of hypersonic flows considering transonic performance

F Liu, ZH Han, Y Zhang, K Song, WP Song… - Aerospace Science and …, 2019 - Elsevier
Aerodynamic shape optimization of a hypersonic transport aircraft over a wide Mach-number
range is challenging. The difficulty is not only associated with the large computational cost of …

[HTML][HTML] Aerodynamic/aeroacoustic variable-fidelity optimization of helicopter rotor based on hierarchical Kriging model

BU Yuepeng, S Wen**, HAN Zhonghua… - Chinese Journal of …, 2020 - Elsevier
Rotor noise is one of the most important reasons for restricting helicopter development;
hence, the optimization design of rotor blade considering aeroacoustic and aerodynamic …