Machine learning methods in CFD for turbomachinery: A review

J Hammond, N Pepper, F Montomoli… - International Journal of …, 2022 - mdpi.com
Computational Fluid Dynamics is one of the most relied upon tools in the design and
analysis of components in turbomachines. From the propulsion fan at the inlet, through the …

Multi-fidelity reduced-order surrogate modelling

P Conti, M Guo, A Manzoni, A Frangi… - … of the Royal …, 2024 - royalsocietypublishing.org
High-fidelity numerical simulations of partial differential equations (PDEs) given a restricted
computational budget can significantly limit the number of parameter configurations …

[HTML][HTML] Deep learning-based surrogate model for three-dimensional patient-specific computational fluid dynamics

P Du, X Zhu, JX Wang - Physics of Fluids, 2022 - pubs.aip.org
Optimization and uncertainty quantification have been playing an increasingly important role
in computational hemodynamics. However, existing methods based on principled modeling …

Bi-fidelity conditional value-at-risk estimation by dimensionally decomposed generalized polynomial chaos expansion

D Lee, B Kramer - Structural and Multidisciplinary Optimization, 2023 - Springer
Digital twin models allow us to continuously assess the possible risk of damage and failure
of a complex system. Yet high-fidelity digital twin models can be computationally expensive …

Assessment of Multi-Fidelity Surrogate Methods for Expedient Loads Prediction in High-Speed Flows

TE Korenyi-Both - 2023 - rave.ohiolink.edu
Fast and accurate predictions about the flow field surrounding a hypersonic flight vehicle are
necessary for both early design phases and autonomous vehicle control. The complex flow …

Predictive Models for Bond Strength of Reinforced Concrete with the Application of ANN

P Singh, P Bera, S Bhardwaj… - IOP Conference Series …, 2021 - iopscience.iop.org
The bond strength of grip b/w steel and concrete can be defined as the resistant to
separating concrete or mortar from the reinforced bar. This bond strength is the most critical …

[PDF][PDF] Annapolis, MD

CFDO Series - researchgate.net
This note is intended for all undergraduate, graduate, and scholars of Turbulence. It is not
completed and never claims to be as such. Therefore, all the comments are greatly …