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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
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. October 2020, 142(10): 104501.
Paper No: MD-19-1284
https://doi.org/10.1115/1.4046806
Published Online: May 8, 2020
View Article titled, Using Recurrent Neural Networks to Model Spatial Grammars for Design Creation
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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
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2020, 142(7): 071701.
Paper No: MD-19-1242
https://doi.org/10.1115/1.4045419
Published Online: November 28, 2019
View Article titled, 3D Design Using Generative Adversarial Networks and Physics-Based Validation
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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
Publisher: American Society of Mechanical Engineers
Paper No: DETC2019-97689
https://doi.org/10.1115/DETC2019-97689
View Paper titled, Deep Reinforcement Learning for Transfer of Control Policies
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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
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. December 2019, 141(12): 124501.
Paper No: MD-19-1169
https://doi.org/10.1115/1.4044398
Published Online: September 30, 2019
View Article titled, Spatial Grammar-Based Recurrent Neural Network for Design Form and Behavior Optimization
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Topics: Design, Optimization
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
Publisher: American Society of Mechanical Engineers
Paper No: DETC2017-67902
https://doi.org/10.1115/DETC2017-67902
View Paper titled, Employing Multidimensional Data Visualization Tools to Assess the Impact of Constraint Uncertainties on Complex Design Problems
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Topics: Design, Uncertainty, Visualization, Risk
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
Publisher: American Society of Mechanical Engineers
Paper No: DETC2017-68150
https://doi.org/10.1115/DETC2017-68150
View Paper titled, Two Applications of Design As a Sequential Decision Process
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Topics: Design, Finite element analysis, Modeling, Optimization, Systems engineering
Proceedings Papers

Sequential Design of UAV Fuselage Pods Using Bounding Aerodynamic Models

Justin D. Valenti, Michael P. Kinzel, Simon W. Miller
Proc. ASME. FEDSM2017, Volume 1C, Symposia: Gas-Liquid Two-Phase Flows; Gas and Liquid-Solid Two-Phase Flows; Numerical Methods for Multiphase Flow; Turbulent Flows: Issues and Perspectives; Flow Applications in Aerospace; Fluid Power; Bio-Inspired Fluid Mechanics; Flow Manipulation and Active Control; Fundamental Issues and Perspectives in Fluid Mechanics; Transport Phenomena in Energy Conversion From Clean and Sustainable Resources; Transport Phenomena in Materials Processing and Manufacturing Processes, V01CT19A003, July 30–August 3, 2017
Publisher: American Society of Mechanical Engineers
Paper No: FEDSM2017-69361
https://doi.org/10.1115/FEDSM2017-69361
View Paper titled, Sequential Design of UAV Fuselage Pods Using Bounding Aerodynamic Models
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Topics: Design, Unmanned aerial vehicles, Computational fluid dynamics, Drag (Fluid dynamics), Modeling, Physics, Resolution (Optics), Shape design, Turbulence
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
Publisher: American Society of Mechanical Engineers
Paper No: DETC2015-46909
https://doi.org/10.1115/DETC2015-46909
View Paper titled, Design as a Sequential Decision Process: A Method for Reducing Design Set Space Using Models to Bound Objectives
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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
Publisher: American Society of Mechanical Engineers
Paper No: DETC2014-34503
https://doi.org/10.1115/DETC2014-34503
View Paper titled, Toward a Value-Driven Design Approach for Complex Engineered Systems Using Trade Space Exploration Tools
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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
Publisher: American Society of Mechanical Engineers
Paper No: DETC2013-13098
https://doi.org/10.1115/DETC2013-13098
View Paper titled, Preference Construction, Sequential Decision Making, and Trade Space Exploration
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Topics: Construction, Decision making, Preferences, Design, Economics , Engineering design, Simulation