Output-based adaptive aerodynamic simulations using convolutional neural networks
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Output-based adaptive aerodynamic simulations using convolutional neural networks
Authors
Keywords
Output error estimation, Mesh adaptation, Machine learning, Convolutional neural networks
Journal
COMPUTERS & FLUIDS
Volume 223, Issue -, Pages 104947
Publisher
Elsevier BV
Online
2021-04-02
DOI
10.1016/j.compfluid.2021.104947
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Inverse Design of Airfoil Using a Deep Convolutional Neural Network
- (2019) Vinothkumar Sekar et al. AIAA JOURNAL
- Machine-learning error models for approximate solutions to parameterized systems of nonlinear equations
- (2019) Brian A. Freno et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- ConvPDE-UQ: Convolutional neural networks with quantified uncertainty for heterogeneous elliptic partial differential equations on varied domains
- (2019) Nick Winovich et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Prediction of aerodynamic flow fields using convolutional neural networks
- (2019) Saakaar Bhatnagar et al. COMPUTATIONAL MECHANICS
- A data-driven framework for error estimation and mesh-model optimization in system-level thermal-hydraulic simulation
- (2019) Han Bao et al. NUCLEAR ENGINEERING AND DESIGN
- Effective adjoint approaches for computational fluid dynamics
- (2019) Gaetan K.W. Kenway et al. PROGRESS IN AEROSPACE SCIENCES
- Machine-learning based error prediction approach for coarse-grid Computational Fluid Dynamics (CG-CFD)
- (2019) Botros N. Hanna et al. PROGRESS IN NUCLEAR ENERGY
- Bayesian deep convolutional encoder–decoder networks for surrogate modeling and uncertainty quantification
- (2018) Yinhao Zhu et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Turbulence Modeling in the Age of Data
- (2018) Karthik Duraisamy et al. Annual Review of Fluid Mechanics
- An optimization-based framework for anisotropic hp-adaptation of high-order discretizations
- (2018) N. Ringue et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Multivariate predictions of local reduced-order-model errors and dimensions
- (2017) Azam Moosavi et al. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING
- A paradigm for data-driven predictive modeling using field inversion and machine learning
- (2016) Eric J. Parish et al. JOURNAL OF COMPUTATIONAL PHYSICS
- The ROMES Method for Statistical Modeling of Reduced-Order-Model Error
- (2015) Martin Drohmann et al. SIAM-ASA Journal on Uncertainty Quantification
- Bayesian calibration of the constants of the k–ε turbulence model for a CFD model of street canyon flow
- (2014) Serge Guillas et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- Adjoint-based airfoil optimization with discretization error control
- (2014) D. Li et al. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS
- Drag Prediction Using Adaptive Discontinuous Finite Elements
- (2014) Marco Ceze et al. JOURNAL OF AIRCRAFT
- PDE-constrained optimization with error estimation and control
- (2014) J.E. Hicken et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Anisotropic hp-Adaptation Framework for Functional Prediction
- (2012) Marco Ceze et al. AIAA JOURNAL
- An optimization-based framework for anisotropic simplex mesh adaptation
- (2012) Masayuki Yano et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Review of Output-Based Error Estimation and Mesh Adaptation in Computational Fluid Dynamics
- (2011) Krzysztof J. Fidkowski et al. AIAA JOURNAL
- Predicting goal error evolution from near-initial-information: A learning algorithm
- (2011) Florian Rauser et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Fully anisotropic goal-oriented mesh adaptation for 3D steady Euler equations
- (2010) A. Loseille et al. JOURNAL OF COMPUTATIONAL PHYSICS
- An Entropy Adjoint Approach to Mesh Refinement
- (2010) Krzysztof J. Fidkowski et al. SIAM JOURNAL ON SCIENTIFIC COMPUTING
- Adjoint-based h–p adaptive discontinuous Galerkin methods for the 2D compressible Euler equations
- (2009) Li Wang et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Analysis of Dual Consistency for Discontinuous Galerkin Discretizations of Source Terms
- (2009) Todd A. Oliver et al. SIAM JOURNAL ON NUMERICAL ANALYSIS
Find the ideal target journal for your manuscript
Explore over 38,000 international journals covering a vast array of academic fields.
SearchBecome a Peeref-certified reviewer
The Peeref Institute provides free reviewer training that teaches the core competencies of the academic peer review process.
Get Started