Machine learning for the prediction of the local skin friction factors and Nusselt numbers in turbulent flows past rough surfaces

Machine-learning for turbulence and heat-flux model development: A review of challenges associated with distinct physical phenomena and progress to date

(2022) Richard D. Sandberg et al.   INTERNATIONAL JOURNAL OF HEAT AND FLUID FLOW

Predicting the Drag of Rough Surfaces

(2021) Daniel Chung et al.   Annual Review of Fluid Mechanics

Data-driven prediction of the equivalent sand-grain height in rough-wall turbulent flows

(2021) Mostafa Aghaei Jouybari et al.   JOURNAL OF FLUID MECHANICS

Research and applications of drag reduction in thermal equipment: A review

(2021) Wenchi Gong et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Turbulent heat transfer in channels with irregular roughness

(2019) J.W.R. Peeters et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Large eddy simulations on the effect of the irregular roughness shape on turbulent channel flows

(2019) M. De Marchis et al.   INTERNATIONAL JOURNAL OF HEAT AND FLUID FLOW

Moving beyond Moody

(2018) Karen A. Flack   JOURNAL OF FLUID MECHANICS

A systematic study of turbulent heat transfer over rough walls

(2018) Pourya Forooghi et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

A paradigm for data-driven predictive modeling using field inversion and machine learning

(2016) Eric J. Parish et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A novel evolutionary algorithm applied to algebraic modifications of the RANS stress–strain relationship

(2016) Jack Weatheritt et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Reynolds averaged turbulence modelling using deep neural networks with embedded invariance

(2016) Julia Ling et al.   JOURNAL OF FLUID MECHANICS

Surface correlations of hydrodynamic drag for transitionally rough engineering surfaces

(2016) Manan Thakkar et al.   JOURNAL OF TURBULENCE

Bioinspired surfaces for turbulent drag reduction

(2016) Kevin B. Golovin et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Direct numerical simulation of turbulent flow over a rough surface based on a surface scan

(2015) Angela Busse et al.   COMPUTERS & FLUIDS

Experimental study of single-phase heat transfer and pressure drop inside a plate heat exchanger with a rough surface

(2015) Kitti Nilpueng et al.   EXPERIMENTAL THERMAL AND FLUID SCIENCE

Rough surfaces with enhanced heat transfer for electronics cooling by direct metal laser sintering

(2014) Luigi Ventola et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Estimation and prediction of the roughness function on realistic surfaces

(2014) J. Yuan et al.   JOURNAL OF TURBULENCE

Review of Hydraulic Roughness Scales in the Fully Rough Regime

(2010) Karen A. Flack et al.   JOURNAL OF FLUIDS ENGINEERING-TRANSACTIONS OF THE ASME

Turbulent boundary layers on a systematically varied rough wall

(2009) Michael P. Schultz et al.   PHYSICS OF FLUIDS

The effect of the slope of irregularly distributed roughness elements on turbulent wall-bounded flows

(2008) E. NAPOLI et al.   JOURNAL OF FLUID MECHANICS