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Journal Articles

Reinforcement Learning-Based Sequential Batch-Sampling for Bayesian Optimal Experimental Design

Yonatan Ashenafi, Piyush Pandita, Sayan Ghosh
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091705.
Paper No: MD-21-1780
DOI: https://doi.org/10.1115/1.4054631
Published Online: June 13, 2022
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Topics: Algorithms, Design, Experimental design, Optimization, Airfoils, Reinforcement learning
Journal Articles

Inverse Design of Two-Dimensional Airfoils Using Conditional Generative Models and Surrogate Log-Likelihoods

Qiuyi Chen, Jun Wang, Phillip Pope, Wei (Wayne) Chen, Mark Fuge
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021712.
Paper No: MD-21-1228
DOI: https://doi.org/10.1115/1.4052846
Published Online: December 6, 2021
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Topics: Airfoils, Design, Optimization
Includes: Supplementary data
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
Article Type: Research Papers
J. Mech. Des. May 2021, 143(5): 051704.
Paper No: MD-20-1208
DOI: https://doi.org/10.1115/1.4048221
Published Online: November 13, 2020
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Topics: Airfoils, Flow (Dynamics), Simulation, Computational fluid dynamics, Physics, Reynolds number, Geometry, Design, Mach number
Includes: Supplementary data
Journal Articles

PaDGAN: Learning to Generate High-Quality Novel Designs

Wei Chen, Faez Ahmed
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 031703.
Paper No: MD-20-1313
DOI: https://doi.org/10.1115/1.4048626
Published Online: November 10, 2020
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Topics: Design, Airfoils
Journal Articles

A Relative Adequacy Framework for Multi-Model Management in Design Optimization

Ahmed H. Bayoumy, Michael Kokkolaras
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. February 2020, 142(2): 021401.
Paper No: MD-18-1676
DOI: https://doi.org/10.1115/1.4044109
Published Online: October 16, 2019
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Topics: Airfoils, Design, Optimization, Algorithms, Shapes
Journal Articles

Experimental and Numerical Investigations on Nonlinear Aeroelasticity of Forward-Swept, Compliant Wings

Ghalib Y. Thwapiah, L. Flavio Campanile
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. January 2012, 134(1): 011009.
DOI: https://doi.org/10.1115/1.4005441
Published Online: January 5, 2012
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Topics: Airfoils, Deformation, Wind tunnels, Wings, Pressure, Fluid structure interaction, Aeroelasticity, Modeling
Journal Articles

A Learning Shell for Iterative Design (L’SID): Concepts and Applications

V. R. Jamalabad, N. A. Langrana
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. June 1998, 120(2): 203–209.
DOI: https://doi.org/10.1115/1.2826960
Published Online: June 1, 1998
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Topics: Design, Shells, Airfoils, Computer software, Extruding, Noise (Sound)