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Michael A. Yukish
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Proceedings Papers

Additive Manufacturing Process-Induced Wing Skin Deformation and Effects on Aerodynamic Performance

Justin D. Valenti, Joseph Barolai, Julia A. Cole, Michael A. Yukish
Proc. ASME. IMECE2022, Volume 3: Advanced Materials: Design, Processing, Characterization and Applications; Advances in Aerospace Technology, V003T04A022, October 30–November 3, 2022
Paper No: IMECE2022-96569
DOI: https://doi.org/10.1115/IMECE2022-96569
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Topics: Additive manufacturing, Deformation, Skin, Wings, Shapes, Weight (Mass), Airfoils, Construction, Extruding, Aircraft
Journal Articles

Using Recurrent Neural Networks to Model Spatial Grammars for Design Creation

Michael A Yukish, Gary M Stump, Simon W Miller
Journal: Journal of Mechanical Design
Article Type: Technical Briefs
J. Mech. Des. October 2020, 142(10): 104501.
Paper No: MD-19-1284
DOI: https://doi.org/10.1115/1.4046806
Published Online: May 8, 2020
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Topics: Artificial neural networks, Design, String
Journal Articles

3D Design Using Generative Adversarial Networks and Physics-Based Validation

Dule Shu, James Cunningham, Gary Stump, Simon W. Miller, Michael A. Yukish, Timothy W. Simpson, Conrad S. Tucker
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. July 2020, 142(7): 071701.
Paper No: MD-19-1242
DOI: https://doi.org/10.1115/1.4045419
Published Online: November 28, 2019
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Topics: Design, Physics, Aircraft, Simulation
Proceedings Papers

Deep Reinforcement Learning for Transfer of Control Policies

James D. Cunningham, Simon W. Miller, Michael A. Yukish, Timothy W. Simpson, Conrad S. Tucker
Proc. ASME. IDETC-CIE2019, Volume 2A: 45th Design Automation Conference, V02AT03A003, August 18–21, 2019
Paper No: DETC2019-97689
DOI: https://doi.org/10.1115/DETC2019-97689
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Topics: Aircraft, Design, Robust control, Rotors, Simulation
Journal Articles

Spatial Grammar-Based Recurrent Neural Network for Design Form and Behavior Optimization

Gary M. Stump, Simon W. Miller, Michael A. Yukish, Timothy W. Simpson, Conrad Tucker
Journal: Journal of Mechanical Design
Article Type: Technical Briefs
J. Mech. Des. December 2019, 141(12): 124501.
Paper No: MD-19-1169
DOI: https://doi.org/10.1115/1.4044398
Published Online: September 30, 2019
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Topics: Design, Optimization
Proceedings Papers

A Physics-Based Virtual Environment for Enhancing the Quality of Deep Generative Designs

Matthew Dering, James Cunningham, Raj Desai, Michael A. Yukish, Timothy W. Simpson, Conrad S. Tucker
Proc. ASME. IDETC-CIE2018, Volume 2A: 44th Design Automation Conference, V02AT03A015, August 26–29, 2018
Paper No: DETC2018-86333
DOI: https://doi.org/10.1115/DETC2018-86333
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Topics: Physics, Virtual reality, Design, Artificial neural networks, Boats, Computers, Errors, Machinery, Probability, Simulation
Proceedings Papers

Two Applications of Design As a Sequential Decision Process

Simon W. Miller, Timothy W. Simpson, Michael A. Yukish
Proc. ASME. IDETC-CIE2017, Volume 2A: 43rd Design Automation Conference, V02AT03A017, August 6–9, 2017
Paper No: DETC2017-68150
DOI: https://doi.org/10.1115/DETC2017-68150
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Topics: Design, Finite element analysis, Modeling, Optimization, Systems engineering
Proceedings Papers

Employing Multidimensional Data Visualization Tools to Assess the Impact of Constraint Uncertainties on Complex Design Problems

Gary M. Stump, Simon W. Miller, Michael A. Yukish, Christopher M. Farrell
Proc. ASME. IDETC-CIE2017, Volume 2A: 43rd Design Automation Conference, V02AT03A016, August 6–9, 2017
Paper No: DETC2017-67902
DOI: https://doi.org/10.1115/DETC2017-67902
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Topics: Design, Uncertainty, Visualization, Risk
Proceedings Papers

Design as a Sequential Decision Process: A Method for Reducing Design Set Space Using Models to Bound Objectives

Simon W. Miller, Timothy W. Simpson, Michael A. Yukish
Proc. ASME. IDETC-CIE2015, Volume 2A: 41st Design Automation Conference, V02AT03A020, August 2–5, 2015
Paper No: DETC2015-46909
DOI: https://doi.org/10.1115/DETC2015-46909
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Topics: Design, Modeling, Optimization
Proceedings Papers

Toward a Value-Driven Design Approach for Complex Engineered Systems Using Trade Space Exploration Tools

Simon W. Miller, Timothy W. Simpson, Michael A. Yukish, Gary Stump, Bryan L. Mesmer, Elliott B. Tibor, Christina L. Bloebaum, Eliot H. Winer
Proc. ASME. IDETC-CIE2014, Volume 2A: 40th Design Automation Conference, V02AT03A052, August 17–20, 2014
Paper No: DETC2014-34503
DOI: https://doi.org/10.1115/DETC2014-34503
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Topics: Design, Visualization, Complex systems, Decision making, Satellites, Teams, Tradeoffs
Proceedings Papers

Preference Construction, Sequential Decision Making, and Trade Space Exploration

Simon W. Miller, Timothy W. Simpson, Michael A. Yukish, Lorri A. Bennett, Sara E. Lego, Gary M. Stump
Proc. ASME. IDETC-CIE2013, Volume 3A: 39th Design Automation Conference, V03AT03A014, August 4–7, 2013
Paper No: DETC2013-13098
DOI: https://doi.org/10.1115/DETC2013-13098
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Topics: Construction, Decision making, Preferences, Design, Economics , Engineering design, Simulation