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Keywords: machine learning
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Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Turbomach. April 2024, 146(4): 041007.
Paper No: TURBO-23-1233
Published Online: December 15, 2023
... accuracy, which only work in a limited part of the overall design space. This paper shows that machine learning can be used to augment a designer in the process of developing loss models for complex flows. It is shown that it is able to help a designer discover new, more accurate and general, physical...
Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Turbomach. April 2022, 144(4): 041006.
Paper No: TURBO-21-1054
Published Online: November 5, 2021
... J. Turbomach. , 124 ( 4 ), pp. 686 – 698 . 10.1115/1.1504443 [8] Jordan , M. I. , and Mitchell , T. M. , 2015 , “ Machine Learning: Trends, Perspectives, and Prospects ,” Science , 349 ( 6245 ), pp. 255 – 260 . 10.1126/science.aaa8415 [9] Kutz , J. N. , 2017...
Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Turbomach. January 2020, 142(1): 011007.
Paper No: TURBO-19-1234
Published Online: December 17, 2019
... turbulent Prandtl number (Pr t ), fail to accurately predict heat transfer in film cooling flows. In the present work, machine learning models are trained to predict a non-uniform Pr t field using various datasets as training sets. The ability of these models to generalize beyond the flows on which...