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Fabian Waschkowski
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Multi-objective CFD-driven development of coupled turbulence closure models
F Waschkowski, Y Zhao, R Sandberg, J Klewicki
Journal of Computational Physics 452, 110922, 2022
502022
Transition modeling for low pressure turbines using computational fluid dynamics driven machine learning
HD Akolekar, F Waschkowski, Y Zhao, R Pacciani, RD Sandberg
Energies 14 (15), 4680, 2021
392021
Toward more general turbulence models via multicase computational-fluid-dynamics-driven training
Y Fang, Y Zhao, F Waschkowski, ASH Ooi, RD Sandberg
AIAA Journal 61 (5), 2100-2115, 2023
272023
Towards robust and accurate Reynolds-averaged closures for natural convection via multi-objective CFD-driven machine learning
X Xu, F Waschkowski, ASH Ooi, RD Sandberg
International Journal of Heat and Mass Transfer 187, 122557, 2022
272022
A coupled framework for symbolic turbulence models from deep-learning
C Lav, AJ Banko, F Waschkowski, Y Zhao, CJ Elkins, JK Eaton, ...
International Journal of Heat and Fluid Flow 101, 109140, 2023
82023
Multi-Objective Development of Machine-Learnt Closures for Fully Integrated Transition and Wake Mixing Predictions in Low Pressure Turbines
HD Akolekar, F Waschkowski, R Pacciani, Y Zhao, RD Sandberg
Turbo Expo: Power for Land, Sea, and Air 86113, V10CT32A013, 2022
82022
Gradient information and regularization for gene expression programming to develop data-driven physics closure models
F Waschkowski, H Li, A Deshmukh, T Grenga, Y Zhao, H Pitsch, ...
Flow, Turbulence and Combustion, 1-31, 2024
32024
Turbulence Model Development based on a Novel Method Combining Gene Expression Programming with an Artificial Neural Network
H Li, F Waschkowski, Y Zhao, RD Sandberg
arXiv preprint arXiv:2301.07293, 2023
32023
Evolutionary neural networks for learning turbulence closure models with explicit expressions
H Li, Y Zhao, F Waschkowski, RD Sandberg
Physics of Fluids 36 (5), 2024
12024
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