Adjoint-Free Aerodynamic Shape Optimization of the Common Research Model Wing

Application of a PCA-DBN-based surrogate model to robust aerodynamic design optimization

(2020) Jun TAO et al.   Chinese Journal of Aeronautics

Scalable gradient–enhanced artificial neural networks for airfoil shape design in the subsonic and transonic regimes

(2020) Mohamed Amine Bouhlel et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

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

(2020) Jichao Li et al.   AIAA JOURNAL

Natural Laminar-Flow Airfoil Optimization Design Using a Discrete Adjoint Approach

(2020) Yayun Shi et al.   AIAA JOURNAL

Inverse Design of Airfoil Using a Deep Convolutional Neural Network

(2019) Vinothkumar Sekar et al.   AIAA JOURNAL

Robust aerodynamic shape optimization—From a circle to an airfoil

(2019) Xiaolong He et al.   AEROSPACE SCIENCE AND TECHNOLOGY

A Python surrogate modeling framework with derivatives

(2019) Mohamed Amine Bouhlel et al.   ADVANCES IN ENGINEERING SOFTWARE

A Jacobian-free approximate Newton–Krylov startup strategy for RANS simulations

(2019) Anil Yildirim et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Data-driven constraint approach to ensure low-speed performance in transonic aerodynamic shape optimization

(2019) Jichao Li et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Effective adjoint approaches for computational fluid dynamics

(2019) Gaetan K.W. Kenway et al.   PROGRESS IN AEROSPACE SCIENCES

A fast-prediction surrogate model for large datasets

(2018) John T. Hwang et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Adjoint-Based Two-Step Optimization Method Using Proper Orthogonal Decomposition and Domain Decomposition

(2018) Jichao Li et al.   AIAA JOURNAL

Wing aerodynamic optimization using efficient mathematically-extracted modal design variables

(2018) Christian B. Allen et al.   OPTIMIZATION AND ENGINEERING

Component-Based Geometry Manipulation for Aerodynamic Shape Optimization with Overset Meshes

(2018) Ney R. Secco et al.   AIAA JOURNAL

Surrogate-based aerodynamic shape optimization with the active subspace method

(2018) Jichao Li et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Data-Based Approach for Fast Airfoil Analysis and Optimization

(2018) Jichao Li et al.   AIAA JOURNAL

Supercritical wing design based on airfoil optimization and 2.75D transformation

(2016) Tong Zhao et al.   AEROSPACE SCIENCE AND TECHNOLOGY

A new non-linear vortex lattice method: Applications to wing aerodynamic optimizations

(2016) Oliviu Şugar Gabor et al.   Chinese Journal of Aeronautics

Aerodynamic Shape Optimization of Common Research Model Wing–Body–Tail Configuration

(2016) Song Chen et al.   JOURNAL OF AIRCRAFT

Improving kriging surrogates of high-dimensional design models by Partial Least Squares dimension reduction

(2016) Mohamed Amine Bouhlel et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Aerodynamic Shape Optimization Investigations of the Common Research Model Wing Benchmark

(2015) Zhoujie Lyu et al.   AIAA JOURNAL

Metric-Based Mathematical Derivation of Efficient Airfoil Design Variables

(2015) Daniel J. Poole et al.   AIAA JOURNAL

Aerodynamic Shape Optimization of an Adaptive Morphing Trailing-Edge Wing

(2015) Zhoujie Lyu et al.   JOURNAL OF AIRCRAFT

Hierarchical Kriging Model for Variable-Fidelity Surrogate Modeling

(2012) Zhong-Hua Han et al.   AIAA JOURNAL

Extensions to the design structure matrix for the description of multidisciplinary design, analysis, and optimization processes

(2012) Andrew B. Lambe et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Robust airfoil optimization based on improved particle swarm optimization method

(2011) Yuan-yuan Wang et al.   APPLIED MATHEMATICS AND MECHANICS-ENGLISH EDITION

pyOpt: a Python-based object-oriented framework for nonlinear constrained optimization

(2011) Ruben E. Perez et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION