Cihat Duru

E-mail

cduru@metu.edu.tr

Department

Department of Mechanical Engineering

ORCID

0000-0002-8735-8253

Scopus Author ID

57219804342

Web of Science Researcher ID

ABA-3300-2020

A deep learning approach for the transonic flow field predictions around airfoils Duru, Cihat; Alemdar, Hande; Baran, Özgür Uğraş (2022-01-01) Learning from data offers new opportunities for developing computational methods in research fields, such as fluid dynamics, which constantly accumulate a large amount of data. This study presents a deep learning approach ...
The Effect of Loss Functions on the Deep Learning Modeling for the Flow Field Predictions Around Airfoils Doğan, Ali; Duru, Cihat; Alemdar, Hande; Baran, Özgür Uğraş (2021-09-10) CNNFOIL is a CNN-based machine learning tool that solves flow around the airfoil with a machine learning methodology. CNNFOIL, which is being developed by our research group, can predict flowfield around airfoils from diff...
CNNFOIL: convolutional encoder decoder modeling for pressure fields around airfoils Duru, Cihat; Alemdar, Hande; Baran, Özgür Uğraş (Springer Science and Business Media LLC, 2020-01-01) In this study, we propose an encoder–decoder convolutional neural network-based approach for estimating the pressure field around an airfoil. The developed tool is one of the early steps of a machine-learning-based aerodyn...

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