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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

A Hybrid Semantic Networks Construction Framework for Engineering Design

Cheligeer Cheligeer, Jiami Yang, Amin Bayatpour, Alexandra Miklin, Stéphane Dufresne, Lan Lin, Nadia Bhuiyan, Yong Zeng
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041405.
Paper No: MD-22-1501
https://doi.org/10.1115/1.4056076
Published Online: December 14, 2022
View Article titled, A Hybrid Semantic Networks Construction Framework for Engineering Design
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Topics: Construction, Design, Modeling, Semantics, Engineering design, Algorithms, Aircraft, Braking
Journal Articles

Comparing Filtering Multifidelity Optimization Strategies With a Simulation-Based Multidisciplinary Aircraft Model

Brian Chell, Steven Hoffenson, Cory J. G. Philippe, Mark R. Blackburn
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2021, 143(8): 081702.
Paper No: MD-20-1686
https://doi.org/10.1115/1.4049657
Published Online: February 5, 2021
View Article titled, Comparing Filtering Multifidelity Optimization Strategies With a Simulation-Based Multidisciplinary Aircraft Model
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Topics: Aircraft, Algorithms, Design, Optimization, Simulation, Filtration
Journal Articles

Hierarchical Control Co-Design Using a Model Fidelity-Based Decomposition Framework

Austin L. Nash, Neera Jain
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2021, 143(1): 011708.
Paper No: MD-20-1007
https://doi.org/10.1115/1.4047691
Published Online: August 18, 2020
View Article titled, Hierarchical Control Co-Design Using a Model Fidelity-Based Decomposition Framework
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Topics: Algorithms, Design, Optimization, Fluids, Aircraft, Temperature, Shells
Journal Articles

Online Data-Driven Prediction of Spatio-Temporal System Behavior Using High-Fidelity Simulations and Sparse Sensor Measurements

X. Zhao, S. Azarm, B. Balachandran
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2021, 143(2): 021701.
Paper No: MD-20-1012
https://doi.org/10.1115/1.4047690
Published Online: August 18, 2020
View Article titled, Online Data-Driven Prediction of Spatio-Temporal System Behavior Using High-Fidelity Simulations and Sparse Sensor Measurements
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Topics: Dimensions, Sensors, Simulation, Wings, Modeling, Errors, Particulate matter, Aircraft, Tensors
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
Journal Articles

A Machine Learning Enabled Multi-Fidelity Platform for the Integrated Design of Aircraft Systems

Ana Garcia Garriga, Laura Mainini, Sangeeth Saagar Ponnusamy
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2019, 141(12): 121405.
Paper No: MD-19-1179
https://doi.org/10.1115/1.4044401
Published Online: October 11, 2019
View Article titled, A Machine Learning Enabled Multi-Fidelity Platform for the Integrated Design of Aircraft Systems
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Topics: Aircraft, Architecture, Design, Optimization, Braking, Flight, Gears, Control systems
Journal Articles

An Investigation of Surrogate Models for Efficient Performance-Based Decoding of 3D Point Clouds

James D. Cunningham, Timothy W. Simpson, Conrad S. Tucker
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2019, 141(12): 121401.
Paper No: MD-19-1171
https://doi.org/10.1115/1.4044597
Published Online: September 27, 2019
View Article titled, An Investigation of Surrogate Models for Efficient Performance-Based Decoding of 3D Point Clouds
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Topics: Aircraft, Artificial neural networks, Modeling, Three-dimensional models, Simulation, Drag (Fluid dynamics), Design, Errors
Journal Articles

Generating Technology Evolution Prediction Intervals Using a Bootstrap Method

Guanglu Zhang, Douglas Allaire, Daniel A. McAdams, Venkatesh Shankar
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. June 2019, 141(6): 061401.
Paper No: MD-18-1341
https://doi.org/10.1115/1.4041860
Published Online: January 31, 2019
View Article titled, Generating Technology Evolution Prediction Intervals Using a Bootstrap Method
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Topics: Aircraft, Statistical distributions, Transistors, Uncertainty, Aircraft engines, Time series, Turbofans
Journal Articles

An Analysis of Modularity as a Design Rule Using Network Theory

Hannah S. Walsh, Andy Dong, Irem Y. Tumer
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. March 2019, 141(3): 031102.
Paper No: MD-18-1493
https://doi.org/10.1115/1.4042341
Published Online: January 10, 2019
View Article titled, An Analysis of Modularity as a Design Rule Using Network Theory
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Topics: Design, Modeling, Robustness, Aircraft, Bicycles, Automobiles, Network models, Systems analysis, Engineering systems and industry applications
Journal Articles

Technology Evolution Prediction Using Lotka–Volterra Equations

Guanglu Zhang, Daniel A. McAdams, Venkatesh Shankar, Milad Mohammadi Darani
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. June 2018, 140(6): 061101.
Paper No: MD-17-1275
https://doi.org/10.1115/1.4039448
Published Online: March 23, 2018
View Article titled, Technology Evolution Prediction Using Lotka–Volterra Equations
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Topics: Volterra equations, Fittings, Aircraft
Journal Articles

Bio-Inspired Heuristic Network Configuration in Air Transportation System-of-Systems Design Optimization

Ibrahim M. Chamseddine, Michael Kokkolaras
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. August 2017, 139(8): 081401.
Paper No: MD-16-1620
https://doi.org/10.1115/1.4036778
Published Online: June 14, 2017
View Article titled, Bio-Inspired Heuristic Network Configuration in Air Transportation System-of-Systems Design Optimization
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Topics: Aircraft, Biomimetics, Design, Optimization, Transportation systems
Journal Articles

Searching Multibranch Propagation Paths of Assembly Variation Based on Geometric Tolerances and Assembly Constraints

Zhiqiang Zhang, Jianhua Liu, Xiaoyu Ding, Ke Jiang, Qiangwei Bao
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. May 2017, 139(5): 051701.
Paper No: MD-16-1732
https://doi.org/10.1115/1.4036135
Published Online: March 20, 2017
View Article titled, Searching Multibranch Propagation Paths of Assembly Variation Based on Geometric Tolerances and Assembly Constraints
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Topics: Algorithms, Manufacturing, Rotation, Design, Simulation, Aircraft
Journal Articles

Variance-Based Sensitivity Analysis to Support Simulation-Based Design Under Uncertainty

Max M. J. Opgenoord, Douglas L. Allaire, Karen E. Willcox
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. November 2016, 138(11): 111410.
Paper No: MD-16-1188
https://doi.org/10.1115/1.4034224
Published Online: September 12, 2016
View Article titled, Variance-Based Sensitivity Analysis to Support Simulation-Based Design Under Uncertainty
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Topics: Design, Sensitivity analysis, Uncertainty, Aircraft, Simulation, Algorithms, Conceptual design
Journal Articles

Methodology for Global Optimization of Computationally Expensive Design Problems

Stefanos Koullias, Dimitri N. Mavris
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. August 2014, 136(8): 081007.
Paper No: MD-13-1387
https://doi.org/10.1115/1.4027493
Published Online: June 2, 2014
View Article titled, Methodology for Global Optimization of Computationally Expensive Design Problems
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Topics: Design, Optimization, Algorithms, Aircraft
Journal Articles

A Model for Quantifying System Evolvability Based on Excess and Capacity

Morgan W. P. Tackett, Christopher A. Mattson, Scott M. Ferguson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. May 2014, 136(5): 051002.
Paper No: MD-13-1202
https://doi.org/10.1115/1.4026648
Published Online: March 13, 2014
View Article titled, A Model for Quantifying System Evolvability Based on Excess and Capacity
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Topics: Aircraft, Design, Displacement, Service life (Equipment), Steam, Electricity (Physics), Navy, Potential energy, Stability
Journal Articles

Design of Long-Endurance Systems With Inherent Robustness to Partial Failures During Operations

Jeremy Agte, Nicholas Borer, Olivier de Weck
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Special Section: New Problem Formulations For Design Under Uncertainty
J. Mech. Des. October 2012, 134(10): 100903.
https://doi.org/10.1115/1.4007574
Published Online: September 28, 2012
View Article titled, Design of Long-Endurance Systems With Inherent Robustness to Partial Failures During Operations
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Topics: Design, Failure, Unmanned aerial vehicles, Aircraft, Engines, Modeling
Journal Articles

Optimization Based Algorithms for Uncertainty Propagation Through Functions With Multidimensional Output Within Evidence Theory

Christian Gogu, Youchun Qiu, Stéphane Segonds, Christian Bes
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Special Section: Methods For Uncertainty Computing Either Uncertainty Propagation Or Optimization Under Uncertainty
J. Mech. Des. October 2012, 134(10): 100914.
https://doi.org/10.1115/1.4007393
Published Online: September 28, 2012
View Article titled, Optimization Based Algorithms for Uncertainty Propagation Through Functions With Multidimensional Output Within Evidence Theory
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Topics: Aircraft, Algorithms, Design, Optimization, Uncertainty
Journal Articles

Optimal Cellular Core Topologies for One-Dimensional Morphing Aircraft Structures

K. Raymond Olympio, Farhan Gandhi
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2012, 134(8): 081005.
https://doi.org/10.1115/1.4007087
Published Online: July 24, 2012
View Article titled, Optimal Cellular Core Topologies for One-Dimensional Morphing Aircraft Structures
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Topics: Aircraft, Deformation, Design, Displacement, Stiffness, Stress, Topology, Optimization, Filtration, Skin
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