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Journal Articles

Data-Driven Car Drag Prediction With Depth and Normal Renderings

Binyang Song, Chenyang Yuan, Frank Permenter, Nikos Arechiga, Faez Ahmed
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051714.
Paper No: MD-23-1544
https://doi.org/10.1115/1.4065063
Published Online: March 28, 2024
View Article titled, Data-Driven Car Drag Prediction With Depth and Normal Renderings
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Topics: Computational fluid dynamics, Drag (Fluid dynamics), Shapes, Simulation, Design
Journal Articles

MeshPointNet: 3D Surface Classification Using Graph Neural Networks and Conformal Predictions on Mesh-Based Representations

Amin Heyrani Nobari, Justin Rey, Suhas Kodali, Matthew Jones, Faez Ahmed
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051712.
Paper No: MD-23-1477
https://doi.org/10.1115/1.4064673
Published Online: March 18, 2024
View Article titled, MeshPointNet: 3D Surface Classification Using Graph Neural Networks and Conformal Predictions on Mesh-Based Representations
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Topics: Aircraft, Computational fluid dynamics, Computer-aided design, Deep learning, Image segmentation, Simulation, Artificial neural networks, Design
Journal Articles

Three-Dimensional Ship Hull Encoding and Optimization via Deep Neural Networks

Yuyang Wang, Joe Joseph, T. P. Aniruddhan Unni, Soji Yamakawa, Amir Barati Farimani, Kenji Shimada
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2022, 144(10): 101701.
Paper No: MD-21-1625
https://doi.org/10.1115/1.4054494
Published Online: June 13, 2022
View Article titled, Three-Dimensional Ship Hull Encoding and Optimization via Deep Neural Networks
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Topics: Hull, Optimization, Ships, Computational fluid dynamics, Design, Drag (Fluid dynamics)
Journal Articles

Inverse Aerodynamic Design of Gas Turbine Blades Using Probabilistic Machine Learning

Sayan Ghosh, Govinda Anantha Padmanabha, Cheng Peng, Valeria Andreoli, Steven Atkinson, Piyush Pandita, Thomas Vandeputte, Nicholas Zabaras, Liping Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021706.
Paper No: MD-21-1275
https://doi.org/10.1115/1.4052301
Published Online: September 21, 2021
View Article titled, Inverse Aerodynamic Design of Gas Turbine Blades Using Probabilistic Machine Learning
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Topics: Design, Modeling, Machine learning, Blades, Computational fluid dynamics
Journal Articles

Generalizability of Convolutional Encoder–Decoder Networks for Aerodynamic Flow-Field Prediction Across Geometric and Physical-Fluidic Variations

Kaustubh Tangsali, Vinayak R. Krishnamurthy, Zohaib Hasnain
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2021, 143(5): 051704.
Paper No: MD-20-1208
https://doi.org/10.1115/1.4048221
Published Online: November 13, 2020
View Article titled, Generalizability of Convolutional Encoder–Decoder Networks for Aerodynamic Flow-Field Prediction Across Geometric and Physical-Fluidic Variations
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Topics: Airfoils, Flow (Dynamics), Simulation, Computational fluid dynamics, Physics, Reynolds number, Geometry, Design, Mach number
Includes: Supplementary data
Journal Articles

Multi-Fidelity Surrogate Model Based on Canonical Correlation Analysis and Least Squares

Liye Lv, Chaoyong Zong, Chao Zhang, Xueguan Song, Wei Sun
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2021, 143(2): 021705.
Paper No: MD-19-1886
https://doi.org/10.1115/1.4047686
Published Online: September 17, 2020
View Article titled, Multi-Fidelity Surrogate Model Based on Canonical Correlation Analysis and Least Squares
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Topics: Construction, Errors, Experimental design, Robustness, Simulation, Testing, Design, Optimization, Computational fluid dynamics, Dimensions
Journal Articles

Multidisciplinary and Multifidelity Design Optimization of Electric Vehicle Battery Thermal Management System

Xiaobang Wang, Yuanzhi Liu, Wei Sun, Xueguan Song, Jie Zhang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. September 2018, 140(9): 094501.
Paper No: MD-17-1569
https://doi.org/10.1115/1.4040484
Published Online: June 22, 2018
View Article titled, Multidisciplinary and Multifidelity Design Optimization of Electric Vehicle Battery Thermal Management System
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Topics: Design, Optimization, Thermal management, Batteries, Computational fluid dynamics
Journal Articles

Design of Rotor for Internal Gear Pump Using Cycloid and Circular-Arc Curves

T. H. Choi, M. S. Kim, G. S. Lee, S. Y. Jung, J. H. Bae, C. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2012, 134(1): 011005.
https://doi.org/10.1115/1.4004423
Published Online: January 4, 2012
View Article titled, Design of Rotor for Internal Gear Pump Using Cycloid and Circular-Arc Curves
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Topics: Design, Rotors, Flow (Dynamics), Computational fluid dynamics
Journal Articles

Multidisciplinary Optimization of Supersonic Aircraft Including Low-Boom Considerations

Joël Brezillon, Gerald Carrier, Martin Laban
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Design Innovations
J. Mech. Des. October 2011, 133(10): 105001.
https://doi.org/10.1115/1.4004972
Published Online: October 25, 2011
View Article titled, Multidisciplinary Optimization of Supersonic Aircraft Including Low-Boom Considerations
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Topics: Aircraft, Optimization, Sonic booms, Wings, Computational fluid dynamics, Design
Journal Articles

Investigations on CFD Simulations for Predicting Windage Power Losses in Spur Gears

Y. Marchesse, C. Changenet, F. Ville, P. Velex
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. February 2011, 133(2): 024501.
https://doi.org/10.1115/1.4003357
Published Online: February 1, 2011
View Article titled, Investigations on CFD Simulations for Predicting Windage Power Losses in Spur Gears
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Topics: Computational fluid dynamics, Gears, Simulation, Spur gears, Turbulence, Flow (Dynamics), Flanges, Geometry
Journal Articles

Effect of Cameralike Aperture in Quest for Maintaining Quasi-Constant Radiation Inside a Solar Reactor

Nesrin Ozalp, Anthony Toyama, Jayakrishna Devanuri, Reza Rowshan, Yasser Al-Hamidi
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2011, 133(2): 021002.
https://doi.org/10.1115/1.4003179
Published Online: January 24, 2011
View Article titled, Effect of Cameralike Aperture in Quest for Maintaining Quasi-Constant Radiation Inside a Solar Reactor
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Topics: Radiation (Physics), Simulation, Solar energy, Temperature, Solar radiation, Cavities, Gaussian distribution, Computational fluid dynamics, Heat transfer, Steady state
Journal Articles

Numerical Investigation of a Silicon Six-Wafer Microcombustor Under the Effect of Heat Loss Through the Outer Walls

Lin Zhu, Tien-Chien Jen, Xiao-Ling Kong
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. December 2010, 132(12): 124501.
https://doi.org/10.1115/1.4002804
Published Online: November 23, 2010
View Article titled, Numerical Investigation of a Silicon Six-Wafer Microcombustor Under the Effect of Heat Loss Through the Outer Walls
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Topics: Combustion, Combustion chambers, Computational fluid dynamics, Exterior walls, Finite element analysis, Flames, Semiconductor wafers, Silicon, Heat transfer, Heat losses
Journal Articles

Development of a Virtual Environment for Interactive Interrogation of Computational Mixing Data

Thomas J. Duncan, Judy M. Vance
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2007, 129(3): 361–367.
https://doi.org/10.1115/1.2409314
Published Online: February 22, 2006
View Article titled, Development of a Virtual Environment for Interactive Interrogation of Computational Mixing Data
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Topics: Hull, Particulate matter, Virtual reality, Computers, Computational fluid dynamics, Cutting, Design, Algorithms, Flow (Dynamics)
Journal Articles

Robust Design of Compressor Fan Blades Against Erosion

Apurva Kumar, Andy J. Keane, Prasanth B. Nair, Shahrokh Shahpar
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2006, 128(4): 864–873.
https://doi.org/10.1115/1.2202886
Published Online: January 18, 2006
View Article titled, Robust Design of Compressor Fan Blades Against Erosion
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Topics: Blades, Compressors, Computational fluid dynamics, Design, Erosion, Modeling, Pressure, Geometry
Journal Articles

On the Role and Use of Mathematical Models in Engineering Design

G. A. Hazelrigg
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 1999, 121(3): 336–341.
https://doi.org/10.1115/1.2829465
Published Online: September 1, 1999
View Article titled, On the Role and Use of Mathematical Models in Engineering Design
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Topics: Engineering design, Computational fluid dynamics, Construction, Decision making, Electricity (Physics), Errors, Finite element model, Flow (Dynamics), Simulation models, Stress