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physics.flu-dyn2025

Classically studied coherent structures only paint a partial picture of wall-bounded turbulence

Andrés Cremades, Sergio Hoyas, Ricardo Vinuesa

For the last 140 years, the mechanisms of transport and dissipation of energy in a turbulent flow have not been completely understood. Previous research has focused on analyzing th…

physics.flu-dyn2024

Additive-feature-attribution methods: a review on explainable artificial intelligence for fluid dynamics and heat transfer

Andrés Cremades, Sergio Hoyas, Ricardo Vinuesa

The use of data-driven methods in fluid mechanics has surged dramatically in recent years due to their capacity to adapt to the complex and multi-scale nature of turbulent flows, a…

physics.flu-dyn2024

Sensitivity study of resolution and convergence requirements for extended overlap region in wall-bounded turbulence

Sergio Hoyas, Ricardo Vinuesa, Peter Schmid +1

Direct Numerical Simulations (DNSs) are one of the most powerful tools for studying turbulent flows. Even if achievable Reynolds numbers are lower than those obtained with experime…

physics.flu-dyn2024

Higher DNS-resolution requirements for expanded overlap region and confirmation of a convergence criterion

Sergio Hoyas, Ricardo Vinuesa, Peter Schmid +1

Direct numerical simulations (DNS) stand out as formidable tools in studying turbulent flows. Despite the fact that the achievable Reynolds number remains lower than those availabl…

physics.flu-dyn2024

Utilizing indicator functions with computational data to confirm nature of overlap in normal turbulent stresses: logarithmic or quarter-power

Hassan Nagib, Ricardo Vinuesa, Sergio Hoyas

Indicator functions of the streamwise normal-stress profiles (NSP), based on careful differentiation of some of the best direct numerical simulations (DNS) data from channel and pi…