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Julien Bodart
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Journal Articles

A Machine Learning Approach for Determining the Turbulent Diffusivity in Film Cooling Flows

Pedro M. Milani, Julia Ling, Gonzalo Saez-Mischlich, Julien Bodart, John K. Eaton
Journal: Journal of Turbomachinery
Publisher: ASME
Article Type: Research-Article
J. Turbomach. February 2018, 140(2): 021006.
Paper No: TURBO-17-1132
https://doi.org/10.1115/1.4038275
Published Online: December 6, 2017
View Article titled, A Machine Learning Approach for Determining the Turbulent Diffusivity in Film Cooling Flows
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Topics: Algorithms, Film cooling, Machine learning, Reynolds-averaged Navier–Stokes equations, Turbulence, Flow (Dynamics), Temperature, Simulation, Scalars
Proceedings Papers

A Comparative Study of Contrasting Machine Learning Frameworks Applied to RANS Modeling of Jets in Crossflow

Jack Weatheritt, Richard D. Sandberg, Julia Ling, Gonzalo Saez, Julien Bodart
Proc. ASME. GT2017, Volume 2B: Turbomachinery, V02BT41A012, June 26–30, 2017
Publisher: American Society of Mechanical Engineers
Paper No: GT2017-63403
https://doi.org/10.1115/GT2017-63403
View Paper titled, A Comparative Study of Contrasting Machine Learning Frameworks Applied to RANS Modeling of Jets in Crossflow
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Topics: Jets, Machine learning, Modeling, Reynolds-averaged Navier–Stokes equations, Stress, Turbulence, Algebra, Artificial neural networks, Computer programming, Evolutionary algorithms
Proceedings Papers

A Machine Learning Approach for Determining the Turbulent Diffusivity in Film Cooling Flows

Pedro M. Milani, Julia Ling, Gonzalo Saez-Mischlich, Julien Bodart, John K. Eaton
Proc. ASME. GT2017, Volume 5A: Heat Transfer, V05AT12A002, June 26–30, 2017
Publisher: American Society of Mechanical Engineers
Paper No: GT2017-63299
https://doi.org/10.1115/GT2017-63299
View Paper titled, A Machine Learning Approach for Determining the Turbulent Diffusivity in Film Cooling Flows
Open the PDF for A Machine Learning Approach for Determining the Turbulent Diffusivity in Film Cooling Flows in another window
Topics: Film cooling, Flow (Dynamics), Machine learning, Turbulence, Reynolds-averaged Navier–Stokes equations, Algorithms, Diffusion (Physics), Heat flux, Modeling, Temperature
Journal Articles

Analysis of Turbulent Scalar Flux Models for a Discrete Hole Film Cooling Flow

Julia Ling, Kevin J. Ryan, Julien Bodart, John K. Eaton
Journal: Journal of Turbomachinery
Publisher: ASME
Article Type: Research-Article
J. Turbomach. January 2016, 138(1): 011006.
Paper No: TURBO-15-1182
https://doi.org/10.1115/1.4031698
Published Online: October 21, 2015
View Article titled, Analysis of Turbulent Scalar Flux Models for a Discrete Hole Film Cooling Flow
Open the PDF for Analysis of Turbulent Scalar Flux Models for a Discrete Hole Film Cooling Flow in another window
Topics: Film cooling, Flow (Dynamics), Flux (Metallurgy), Reynolds-averaged Navier–Stokes equations, Scalars, Turbulence, Stress, Temperature distribution, Errors, Viscosity
Proceedings Papers

Analysis of Turbulent Scalar Flux Models for a Discrete Hole Film Cooling Flow

Julia Ling, Kevin J. Ryan, Julien Bodart, John K. Eaton
Proc. ASME. GT2015, Volume 5B: Heat Transfer, V05BT12A001, June 15–19, 2015
Publisher: American Society of Mechanical Engineers
Paper No: GT2015-42092
https://doi.org/10.1115/GT2015-42092
View Paper titled, Analysis of Turbulent Scalar Flux Models for a Discrete Hole Film Cooling Flow
Open the PDF for Analysis of Turbulent Scalar Flux Models for a Discrete Hole Film Cooling Flow in another window
Topics: Film cooling, Flow (Dynamics), Scalars, Turbulence, Diffusion (Physics), Flux (Metallurgy), Prandtl number, Temperature distribution, Algebra, Errors