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Journal Articles

Generalization of Machine-Learned Turbulent Heat Flux Models Applied to Film Cooling Flows

Pedro M. Milani, Julia Ling, John K. Eaton
Journal: Journal of Turbomachinery
Publisher: ASME
Article Type: Research Papers
J. Turbomach. January 2020, 142(1): 011007.
Paper No: TURBO-19-1234
https://doi.org/10.1115/1.4045389
Published Online: December 17, 2019
View Article titled, Generalization of Machine-Learned Turbulent Heat Flux Models Applied to Film Cooling Flows
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Topics: Film cooling, Flow (Dynamics), Heat flux, Machine learning, Prandtl number, Temperature, Turbulence, Simulation, Geometry
Proceedings Papers

Generalization of Machine-Learned Turbulent Heat Flux Models Applied to Film Cooling Flows

Pedro M. Milani, Julia Ling, John K. Eaton
Proc. ASME. GT2019, Volume 5A: Heat Transfer, V05AT12A008, June 17–21, 2019
Publisher: American Society of Mechanical Engineers
Paper No: GT2019-90498
https://doi.org/10.1115/GT2019-90498
View Paper titled, Generalization of Machine-Learned Turbulent Heat Flux Models Applied to Film Cooling Flows
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Topics: Film cooling, Flow (Dynamics), Heat flux, Machinery, Turbulence, Design, Diffusion (Physics), Engineering simulation, Heat transfer, Machine learning
Journal Articles

Physical Interpretation of Machine Learning Models Applied to Film Cooling Flows

Pedro M. Milani, Julia Ling, John K. Eaton
Journal: Journal of Turbomachinery
Publisher: ASME
Article Type: Research-Article
J. Turbomach. January 2019, 141(1): 011004.
Paper No: TURBO-18-1209
https://doi.org/10.1115/1.4041291
Published Online: October 17, 2018
View Article titled, Physical Interpretation of Machine Learning Models Applied to Film Cooling Flows
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Topics: Film cooling, Flow (Dynamics), Machine learning, Reynolds-averaged Navier–Stokes equations, Scalars, Turbulence, Simulation, Geometry, Algorithms
Proceedings Papers

Physical Interpretation of Machine Learning Models Applied to Film Cooling Flows

Pedro M. Milani, Julia Ling, John K. Eaton
Proc. ASME. GT2018, Volume 5A: Heat Transfer, V05AT12A019, June 11–15, 2018
Publisher: American Society of Mechanical Engineers
Paper No: GT2018-76927
https://doi.org/10.1115/GT2018-76927
View Paper titled, Physical Interpretation of Machine Learning Models Applied to Film Cooling Flows
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Topics: Film cooling, Flow (Dynamics), Machine learning, Turbulence, Diffusion (Physics), Eddies (Fluid dynamics), Heat flux, Temperature distribution, Viscosity
Proceedings Papers

Machine Learning for Alloy Composition and Process Optimization

Julia Ling, Erin Antono, Saurabh Bajaj, Sean Paradiso, Maxwell Hutchinson, Bryce Meredig, Brenna M. Gibbons
Proc. ASME. GT2018, Volume 6: Ceramics; Controls, Diagnostics, and Instrumentation; Education; Manufacturing Materials and Metallurgy, V006T24A005, June 11–15, 2018
Publisher: American Society of Mechanical Engineers
Paper No: GT2018-75207
https://doi.org/10.1115/GT2018-75207
View Paper titled, Machine Learning for Alloy Composition and Process Optimization
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Topics: Alloys, Machine learning, Optimization, Design, Shape memory alloys, Uncertainty, Aluminum alloys, Decision making, Errors, Mechanical properties
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

Uncertainty Analysis and Data-Driven Model Advances for a Jet-in-Crossflow

Julia Ling, Anthony Ruiz, Guilhem Lacaze, Joseph Oefelein
Journal: Journal of Turbomachinery
Publisher: ASME
Article Type: Research-Article
J. Turbomach. February 2017, 139(2): 021008.
Paper No: TURBO-16-1175
https://doi.org/10.1115/1.4034556
Published Online: October 4, 2016
View Article titled, Uncertainty Analysis and Data-Driven Model Advances for a Jet-in-Crossflow
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Topics: Anisotropy, Flow (Dynamics), Machine learning, Reynolds-averaged Navier–Stokes equations, Stress, Turbulence, Viscosity
Proceedings Papers

Uncertainty Analysis and Data-Driven Model Advances for a Jet-in-Crossflow

Julia Ling, Anthony Ruiz, Guilhem Lacaze, Joseph Oefelein
Proc. ASME. GT2016, Volume 5C: Heat Transfer, V05CT12A003, June 13–17, 2016
Publisher: American Society of Mechanical Engineers
Paper No: GT2016-56191
https://doi.org/10.1115/GT2016-56191
View Paper titled, Uncertainty Analysis and Data-Driven Model Advances for a Jet-in-Crossflow
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Topics: Anisotropy, Calibration, Combustion chambers, Eddies (Fluid dynamics), Errors, Film cooling, Flow (Dynamics), Jets, Large eddy simulation, Machine learning
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
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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
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Topics: Film cooling, Flow (Dynamics), Scalars, Turbulence, Diffusion (Physics), Flux (Metallurgy), Prandtl number, Temperature distribution, Algebra, Errors
Journal Articles

Optimal Turbulent Schmidt Number for RANS Modeling of Trailing Edge Slot Film Cooling

Julia Ling, Christopher J. Elkins, John K. Eaton
Journal: Journal of Engineering for Gas Turbines and Power
Publisher: ASME
Article Type: Research-Article
J. Eng. Gas Turbines Power. July 2015, 137(7): 072605.
Paper No: GTP-14-1572
https://doi.org/10.1115/1.4029206
Published Online: July 1, 2015
View Article titled, Optimal Turbulent Schmidt Number for RANS Modeling of Trailing Edge Slot Film Cooling
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Topics: Film cooling, Flow (Dynamics), Reynolds-averaged Navier–Stokes equations, Turbulence, Coolants, Viscosity, Simulation, Scalars, Modeling
Journal Articles

The Effect of Land Taper Angle on Trailing Edge Slot Film Cooling

Julia Ling, Christopher J. Elkins, John K. Eaton
Journal: Journal of Turbomachinery
Publisher: ASME
Article Type: Research-Article
J. Turbomach. July 2015, 137(7): 071003.
Paper No: TURBO-14-1128
https://doi.org/10.1115/1.4029174
Published Online: July 1, 2015
View Article titled, The Effect of Land Taper Angle on Trailing Edge Slot Film Cooling
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Topics: Airfoils, Coolants, Film cooling, Flow (Dynamics), Magnetic resonance imaging, Wakes
Journal Articles

Near Wall Modeling for Trailing Edge Slot Film Cooling

Julia Ling, Riccardo Rossi, John K. Eaton
Journal: Journal of Fluids Engineering
Publisher: ASME
Article Type: Research-Article
J. Fluids Eng. February 2015, 137(2): 021103.
Paper No: FE-14-1104
https://doi.org/10.1115/1.4028498
Published Online: September 26, 2014
View Article titled, Near Wall Modeling for Trailing Edge Slot Film Cooling
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Topics: Film cooling, Flow (Dynamics), Reynolds-averaged Navier–Stokes equations, Scalars, Turbulence, Viscosity, Damping, Errors
Proceedings Papers

Optimal Turbulent Schmidt Number for RANS Modeling of Trailing Edge Slot Film Cooling

Julia Ling, Christopher J. Elkins, John K. Eaton
Proc. ASME. GT2014, Volume 5B: Heat Transfer, V05BT13A015, June 16–20, 2014
Publisher: American Society of Mechanical Engineers
Paper No: GT2014-25578
https://doi.org/10.1115/GT2014-25578
View Paper titled, Optimal Turbulent Schmidt Number for RANS Modeling of Trailing Edge Slot Film Cooling
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Topics: Film cooling, Modeling, Reynolds-averaged Navier–Stokes equations, Turbulence, Coolants, Engineering simulation, Flow (Dynamics), Simulation, Errors, Magnetic resonance imaging
Proceedings Papers

The Effect of Land Taper Angle on Trailing Edge Slot Film Cooling

Julia Ling, Christopher J. Elkins, John K. Eaton
Proc. ASME. GT2014, Volume 5B: Heat Transfer, V05BT13A016, June 16–20, 2014
Publisher: American Society of Mechanical Engineers
Paper No: GT2014-25579
https://doi.org/10.1115/GT2014-25579
View Paper titled, The Effect of Land Taper Angle on Trailing Edge Slot Film Cooling
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Topics: Film cooling, Flow (Dynamics), Coolants, Blades, Magnetic resonance imaging, Turbine blades, Wakes
Proceedings Papers

Measurements of a Trailing Edge Slot Film Cooling Geometry Designed for Reduced Coolant Flowrate and High Surface Effectiveness

Julia Ling, Christopher J. Elkins, Michael J. Benson, Sayuri D. Yapa, John K. Eaton
Proc. ASME. GT2013, Volume 3B: Heat Transfer, V03BT13A009, June 3–7, 2013
Publisher: American Society of Mechanical Engineers
Paper No: GT2013-94292
https://doi.org/10.1115/GT2013-94292
View Paper titled, Measurements of a Trailing Edge Slot Film Cooling Geometry Designed for Reduced Coolant Flowrate and High Surface Effectiveness
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Topics: Coolants, Film cooling, Geometry, Magnetic resonance imaging, Turbulence, Shapes
Proceedings Papers

3D Velocity and Scalar Field Measurements of an Airfoil Trailing Edge With Slot Film Cooling: The Effect of an Internal Structure in the Slot

Julia Ling, Sayuri D. Yapa, Michael J. Benson, Christopher J. Elkins, John K. Eaton
Proc. ASME. GT2012, Volume 4: Heat Transfer, Parts A and B, 1279-1288, June 11–15, 2012
Publisher: American Society of Mechanical Engineers
Paper No: GT2012-68364
https://doi.org/10.1115/GT2012-68364
View Paper titled, 3D Velocity and Scalar Field Measurements of an Airfoil Trailing Edge With Slot Film Cooling: The Effect of an Internal Structure in the Slot
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Topics: Airfoils, Film cooling, Scalar field theory, Coolants, Geometry, Diluents, Magnetic resonance imaging, Pressure, Vortices, Wakes
Journal Articles

Three-Dimensional Velocity and Scalar Field Measurements of an Airfoil Trailing Edge With Slot Film Cooling: The Effect of an Internal Structure in the Slot

Julia Ling, Sayuri D. Yapa, Michael J. Benson, Christopher J. Elkins, John K. Eaton
Journal: Journal of Turbomachinery
Publisher: ASME
Article Type: Research-Article
J. Turbomach. May 2013, 135(3): 031018.
Paper No: TURBO-12-1091
https://doi.org/10.1115/1.4007520
Published Online: March 25, 2013
View Article titled, Three-Dimensional Velocity and Scalar Field Measurements of an Airfoil Trailing Edge With Slot Film Cooling: The Effect of an Internal Structure in the Slot
Open the PDF for Three-Dimensional Velocity and Scalar Field Measurements of an Airfoil Trailing Edge With Slot Film Cooling: The Effect of an Internal Structure in the Slot in another window
Topics: Airfoils, Coolants, Film cooling, Flow (Dynamics)