Data-driven RANS closures for wind turbine wakes under neutral conditions

Data-driven RANS closures for three-dimensional flows around bluff bodies

(2021) Jasper P. Huijing et al.   COMPUTERS & FLUIDS

Data-driven modelling of the Reynolds stress tensor using random forests with invariance

(2020) Mikael L.A. Kaandorp et al.   COMPUTERS & FLUIDS

Stochastic turbulence modeling in RANS simulations via multilevel Monte Carlo

(2020) Prashant Kumar et al.   COMPUTERS & FLUIDS

Turbulent scalar flux in inclined jets in crossflow: counter gradient transport and deep learning modelling

(2020) Pedro M. Milani et al.   JOURNAL OF FLUID MECHANICS

Quantification of model uncertainty in RANS simulations: A review

(2019) Heng Xiao et al.   PROGRESS IN AEROSPACE SCIENCES

Data-driven scalar-flux model development with application to jet in cross flow

(2019) Jack Weatheritt et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Some Recent Developments in Turbulence Closure Modeling

(2018) Paul A. Durbin   Annual Review of Fluid Mechanics

Comparison of wind farm large eddy simulations using actuator disk and actuator line models with wind tunnel experiments

(2018) Richard J.A.M. Stevens et al.   RENEWABLE ENERGY

Turbulence Modeling in the Age of Data

(2018) Karthik Duraisamy et al.   Annual Review of Fluid Mechanics

The development of algebraic stress models using a novel evolutionary algorithm

(2017) J. Weatheritt et al.   INTERNATIONAL JOURNAL OF HEAT AND FLUID FLOW

A survey of modelling methods for high-fidelity wind farm simulations using large eddy simulation

(2017) S.-P. Breton et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Evaluation of layout and atmospheric stability effects in wind farms using large-eddy simulation

(2017) Niranjan S. Ghaisas et al.   WIND ENERGY

Physics-informed machine learning approach for reconstructing Reynolds stress modeling discrepancies based on DNS data

(2017) Jian-Xun Wang et al.   Physical Review Fluids

Data-driven discovery of partial differential equations

(2017) Samuel H. Rudy et al.   Science Advances

A methodology to evaluate statistical errors in DNS data of plane channel flows

(2016) Roney L. Thompson et al.   COMPUTERS & FLUIDS

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

Using field inversion to quantify functional errors in turbulence closures

(2016) Anand Pratap Singh et al.   PHYSICS OF FLUIDS

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

(2016) Steven L. Brunton et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

An improvedk-ϵmodel applied to a wind turbine wake in atmospheric turbulence

(2014) M. Paul van der Laan et al.   WIND ENERGY

Consistent Two-Equation Closure Modelling for Atmospheric Research: Buoyancy and Vegetation Implementations

(2012) Andrey Sogachev et al.   BOUNDARY-LAYER METEOROLOGY

Comparison of turbulence models for the computational fluid dynamics simulation of wind turbine wakes in the atmospheric boundary layer

(2011) D. Cabezón et al.   WIND ENERGY

Review of computational fluid dynamics for wind turbine wake aerodynamics

(2011) B. Sanderse et al.   WIND ENERGY

Effects of Thermal Stability and Incoming Boundary-Layer Flow Characteristics on Wind-Turbine Wakes: A Wind-Tunnel Study

(2010) Leonardo P. Chamorro et al.   BOUNDARY-LAYER METEOROLOGY

Designing large-eddy simulation of the turbulent boundary layer to capture law-of-the-wall scaling

(2010) James G. Brasseur   PHYSICS OF FLUIDS

Evaluation of the effects of turbulence model enhancements on wind turbine wake predictions

(2010) J. M. Prospathopoulos et al.   WIND ENERGY

An extended model for turbulent flow through horizontal-axis wind turbines

(2007) Amina El Kasmi et al.   JOURNAL OF WIND ENGINEERING AND INDUSTRIAL AERODYNAMICS