Machine learning accelerated turbulence modeling of transient flashing jets

Data-driven subgrid-scale modeling of forced Burgers turbulence using deep learning with generalization to higher Reynolds numbers via transfer learning

(2021) Adam Subel et al.   PHYSICS OF FLUIDS

Artificial neural network-based spatial gradient models for large-eddy simulation of turbulence

(2021) Yunpeng Wang et al.   AIP Advances

Perspectives on machine learning-augmented Reynolds-averaged and large eddy simulation models of turbulence

(2021) Karthik Duraisamy   Physical Review Fluids

A data-driven subgrid scale model in Large Eddy Simulation of turbulent premixed combustion

(2021) Junsu Shin et al.   COMBUSTION AND FLAME

Modelling of liquid oxygen nozzle flows under subcritical and supercritical pressure conditions

(2021) T. Lyras et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Spatiotemporally dynamic implicit large eddy simulation using machine learning classifiers

(2020) Romit Maulik et al.   PHYSICA D-NONLINEAR PHENOMENA

Modeling subgrid-scale forces by spatial artificial neural networks in large eddy simulation of turbulence

(2020) Chenyue Xie et al.   Physical Review Fluids

RANS turbulence model development using CFD-driven machine learning

(2020) Yaomin Zhao et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Numerical and experimental analysis of flashing cryogenic nitrogen

(2020) Jan Wilhelm Gärtner et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Formulating turbulence closures using sparse regression with embedded form invariance

(2020) S. Beetham et al.   Physical Review Fluids

DPM: A deep learning PDE augmentation method with application to large-eddy simulation

(2020) Justin Sirignano et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Machine learning methods for turbulence modeling in subsonic flows around airfoils

(2019) Linyang Zhu et al.   PHYSICS OF FLUIDS

The use of the Reynolds force vector in a physics informed machine learning approach for predictive turbulence modeling

(2019) Matheus A. Cruz et al.   COMPUTERS & FLUIDS

FLASH-BOILING INITIALIZATION FOR SPRAY SIMULATIONS BASED ON PARAMETRIC STUDIES

(2018) Sampath K. Rachakonda et al.   ATOMIZATION AND SPRAYS

Numerical simulation of subcooled and superheated jets under thermodynamic non-equilibrium

(2018) Konstantinos Lyras et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Computational Fluid Dynamics Modeling of Flashing Flow in Convergent-Divergent Nozzle

(2018) Quang Dang Le et al.   JOURNAL OF FLUIDS ENGINEERING-TRANSACTIONS OF THE ASME

Subgrid modelling for two-dimensional turbulence using neural networks

(2018) R. Maulik et al.   JOURNAL OF FLUID MECHANICS

Data-driven deconvolution for large eddy simulations of Kraichnan turbulence

(2018) R. Maulik et al.   PHYSICS OF FLUIDS

Numerical simulation of flashing jets atomisation using a unified approach

(2018) Konstantinos G. Lyras et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Experimental study on the relation between internal flow and flashing spray characteristics of R134a using straight tube nozzles

(2017) Xin-Sheng Wang et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

Comparative evaluation of phase-change mechanisms for the prediction of flashing flows

(2017) I.K. Karathanassis et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

String flash-boiling in gasoline direct injection simulations with transient needle motion

(2016) E.T. Baldwin et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Machine learning strategies for systems with invariance properties

(2016) Julia Ling 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

FLASHING BEHAVIOR OF ROCKET ENGINE PROPELLANTS

(2015) Grazia Lamanna et al.   ATOMIZATION AND SPRAYS

Evaluation of machine learning algorithms for prediction of regions of high Reynolds averaged Navier Stokes uncertainty

(2015) J. Ling et al.   PHYSICS OF FLUIDS

Towards a unified treatment of fully flashing sprays

(2013) Grazia Lamanna et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

An experimental study on pulsed spray cooling with refrigerant R-404a in laser surgery

(2012) Zhifu Zhou et al.   APPLIED THERMAL ENGINEERING

An experimental study on the spray and thermal characteristics of R134a two-phase flashing spray

(2012) Zhou Zhifu et al.   INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER

TRANSITION FROM HETEROGENEOUS TO HOMOGENEOUS NUCLEATION IN A SIMPLE STRUCTURE FLASH-BOILING ATOMIZER

(2011) Eran Sher et al.   ATOMIZATION AND SPRAYS

Multi-dimensional simulation of thermal non-equilibrium channel flow

(2009) D.P. Schmidt et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

General review of flashing jet studies

(2009) Geanette Polanco et al.   JOURNAL OF HAZARDOUS MATERIALS

Numerical simulation of primary break-up and atomization: DNS and modelling study

(2008) R. Lebas et al.   INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

Flashing flow of superheated jet fuel

(2008) J. Lee et al.   PROCEEDINGS OF THE COMBUSTION INSTITUTE

Flash-boiling atomization

(2007) Eran Sher et al.   PROGRESS IN ENERGY AND COMBUSTION SCIENCE