Physics-constrained machine-learning surrogates for the colebrook friction factor: monotonic gradient boosting, uncertainty quantification, and open benchmarking

T Tevfik Denizhan Muftuoglu

Article Details

Volume / Issue Vol. 1, Issue 1
Published July 17, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (1)

T

Tevfik Denizhan Muftuoglu