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DNS-Calibrated Physics-Informed Neural Networks with Learnable Constants for Reynolds Number Extrapolation in Turbulent Channel Flows.

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Title: DNS-Calibrated Physics-Informed Neural Networks with Learnable Constants for Reynolds Number Extrapolation in Turbulent Channel Flows.
Authors: Palasis, Apostolos1, Sofos, Filippos1, fsofos@uth.gr
Source: Applied Sciences (2076-3417); Apr2026, Vol. 16 Issue 7, p3525, 22p
Database: Applied Science & Technology Source
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  Data: DNS-Calibrated Physics-Informed Neural Networks with Learnable Constants for Reynolds Number Extrapolation in Turbulent Channel Flows.
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        Value: 10.3390/app16073525
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        Text: English
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        StartPage: 3525
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      – TitleFull: DNS-Calibrated Physics-Informed Neural Networks with Learnable Constants for Reynolds Number Extrapolation in Turbulent Channel Flows.
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              Text: Apr2026
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              Y: 2026
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