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Journal Articles

Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency

Accepted Manuscript
Hongrui Chen, Aditya Joglekar, Levent Burak Kara
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1335
https://doi.org/10.1115/1.4064131
Published Online: November 23, 2023
View Article titled, Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency
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Topics: Artificial neural networks, Topology optimization
Journal Articles

Mixed-Variable Global Sensitivity Analysis for Knowledge Discovery And Efficient Combinatorial Materials Design (IDETC2023-110756)

Accepted Manuscript
Yigitcan Comlek, Liwei Wang, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1471
https://doi.org/10.1115/1.4064133
Published Online: November 23, 2023
View Article titled, Mixed-Variable Global Sensitivity Analysis for Knowledge Discovery And Efficient Combinatorial Materials Design (IDETC2023-110756)
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Topics: Design, Sensitivity analysis
Journal Articles

Characterizing Designs Via Isometric Embeddings: Applications to Airfoil Inverse Design

Qiuyi Chen, Mark Fuge
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051702.
Paper No: MD-23-1475
https://doi.org/10.1115/1.4063363
Published Online: November 21, 2023
View Article titled, Characterizing Designs Via Isometric Embeddings: Applications to Airfoil Inverse Design
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Topics: Airfoils, Design, Shapes, Dimensions
Journal Articles

On the Use of Geometric Deep Learning for the Iterative Classification and Down-Selection of Analog Electric Circuits

Anthony Sirico, Jr., Daniel R. Herber
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051703.
Paper No: MD-23-1443
https://doi.org/10.1115/1.4063659
Published Online: November 21, 2023
View Article titled, On the Use of Geometric Deep Learning for the Iterative Classification and Down-Selection of Analog Electric Circuits
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Topics: Circuits, Design, Gas diffusion layers, Frequency response, Optimization, Machine learning
Journal Articles

BIGNet: A Deep Learning Architecture for Brand Recognition with Geometry-Based Explainability

Yu-hsuan Chen, Levent Burak Kara, Jonathan Cagan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051701.
Paper No: MD-23-1349
https://doi.org/10.1115/1.4063760
Published Online: November 21, 2023
View Article titled, BIGNet: A Deep Learning Architecture for Brand Recognition with Geometry-Based Explainability
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Topics: Artificial neural networks, Automobiles, Design, Geometry, Lenses (Optics), Modeling, Shapes, Visualization, Trains, Workflow
Journal Articles

Open-Loop Control Co-Design of Semisubmersible Floating Offshore Wind Turbines Using Linear Parameter-Varying Models

Athul K. Sundarrajan, Yong Hoon Lee, James T. Allison, Daniel S. Zalkind, Daniel R. Herber
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 041704.
Paper No: MD-23-1397
https://doi.org/10.1115/1.4063969
Published Online: November 21, 2023
View Article titled, Open-Loop Control Co-Design of Semisubmersible Floating Offshore Wind Turbines Using Linear Parameter-Varying Models
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Topics: Design, Floating wind turbines, Plant design, Wind velocity, Semi-submersible offshore structures, Optimal control
Journal Articles

Vehicle Crashworthiness Performance Prediction through Fusion of Multiple Data Sources

Accepted Manuscript
Jice Zeng, Ying Zhao, Guosong Li, Zhenyan Gao, Yang Li, Saeed Barbat, Zhen Hu
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1554
https://doi.org/10.1115/1.4064063
Published Online: November 16, 2023
View Article titled, Vehicle Crashworthiness Performance Prediction through Fusion of Multiple Data Sources
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Topics: Crashworthiness, Vehicles, Computer-aided engineering, Displacement, Data fusion, Design automation, Design under uncertainty, Elastic constants, Metamodeling, Performance evaluation
Journal Articles

Constraining the Feasible Design Space in Bayesian Optimization With User Feedback

Cole Jetton, Matthew Campbell, Christopher Hoyle
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 041703.
Paper No: MD-23-1035
https://doi.org/10.1115/1.4063906
Published Online: November 13, 2023
View Article titled, Constraining the Feasible Design Space in Bayesian Optimization With User Feedback
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Topics: Algorithms, Design, Feedback, Optimization, Buckling
Journal Articles

A Machine Learning–Based Tire Life Prediction Framework for Increasing Life of Commercial Vehicle Tires

Vispi Karkaria, Jie Chen, Chase Siuta, Damien Lim, Robert Radulescu, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2024, 146(2): 021701.
Paper No: MD-23-1435
https://doi.org/10.1115/1.4063761
Published Online: November 13, 2023
View Article titled, A Machine Learning–Based Tire Life Prediction Framework for Increasing Life of Commercial Vehicle Tires
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Topics: Tires
Journal Articles

An Approach for Predicting Social, Environmental, and Economic Product Impacts and Characterizing the Associated Sustainability Tradespace in Engineering Design

Accepted Manuscript
Christopher Mabey, Tevin J. Dickerson, John Salmon, Christopher Mattson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1364
https://doi.org/10.1115/1.4064041
Published Online: November 8, 2023
View Article titled, An Approach for Predicting Social, Environmental, and Economic Product Impacts and Characterizing the Associated Sustainability Tradespace in Engineering Design
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Topics: Economics , Engineering design, Green design, Life cycle assessment, Sustainability, Tradeoffs, Columns (Structural), Design, Modeling, Photovoltaic panels
Journal Articles

On the Advantages of Searching Infeasible Regions in Constrained Evolutionary-Based Multi-Objective Engineering Optimization

Yohanes Bimo Dwianto, Pramudita Satria Palar, Lavi Rizki Zuhal, Akira Oyama
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 041701.
Paper No: MD-23-1060
https://doi.org/10.1115/1.4063629
Published Online: November 7, 2023
View Article titled, On the Advantages of Searching Infeasible Regions in Constrained Evolutionary-Based Multi-Objective Engineering Optimization
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Topics: Design, Evolutionary algorithms, Optimization, Pareto optimization
Includes: Supplementary data
Journal Articles

Designing Mixed-Category Stochastic Microstructures by Deep Generative Model-Based and Curvature Functional-Based Methods

Leidong Xu, Kiarash Naghavi Khanghah, Hongyi Xu
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 041702.
Paper No: MD-23-1394
https://doi.org/10.1115/1.4063824
Published Online: November 7, 2023
View Article titled, Designing Mixed-Category Stochastic Microstructures by Deep Generative Model-Based and Curvature Functional-Based Methods
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Topics: Design
Journal Articles

Designing Together: Exploring Collaborative Dynamics of Multi-Objective Design Problems in Virtual Environments

Debrina Roy, Nicole Calpin, Kathy Cheng, Alison Olechowski, Andrea P. Argüelles, Nicolás F. Soria Zurita, Jessica Menold
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2024, 146(3): 031702.
Paper No: MD-23-1287
https://doi.org/10.1115/1.4063658
Published Online: November 7, 2023
View Article titled, Designing Together: Exploring Collaborative Dynamics of Multi-Objective Design Problems in Virtual Environments
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Topics: Computer-aided design, Design, Dynamics (Mechanics), Teams, Collaboration
Journal Articles

Analysis of Collaborative Assembly in Multi-User Computer-Aided Design

Kathy Cheng, Alison Olechowski
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2024, 146(3): 031701.
Paper No: MD-23-1284
https://doi.org/10.1115/1.4063759
Published Online: November 7, 2023
View Article titled, Analysis of Collaborative Assembly in Multi-User Computer-Aided Design
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Topics: Computer-aided design, Manufacturing, Teams, Collaboration
Journal Articles

Design space exploration and evaluation using margin-based trade-offs

Accepted Manuscript
Khalil Al Handawi, Arindam Brahma, David C. Wynn, Michael Kokkolaras, Ola Isaksson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1056
https://doi.org/10.1115/1.4063966
Published Online: November 1, 2023
View Article titled, Design space exploration and evaluation using margin-based trade-offs
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Topics: Design, Product development, Tradeoffs
Journal Articles

Integrated Sustainable Product Design with Warranty and End-of-use Considerations

Accepted Manuscript
Xinyang Liu, Pingfeng Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1423
https://doi.org/10.1115/1.4063762
Published Online: October 12, 2023
View Article titled, Integrated Sustainable Product Design with Warranty and End-of-use Considerations
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Topics: Design, Optimization, Product design, Sustainability, Product reliability, Reliability, Design automation, Electric motors, Green design, Life cycle assessment
Journal Articles

Toward an Online Monitoring of Structural Performance Based on Physics-Informed Hybrid Modeling Method

Xiwang He, Kunpeng Li, Shuo Wang, Xiaonan Lai, Liangliang Yang, Ziyun Kan, Xueguan Song
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2024, 146(1): 011702.
Paper No: MD-23-1173
https://doi.org/10.1115/1.4063403
Published Online: October 6, 2023
View Article titled, Toward an Online Monitoring of Structural Performance Based on Physics-Informed Hybrid Modeling Method
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Topics: Displacement, Finite element model, Modeling, Physics, Stress, Structural dynamics, Finite element methods, Simulation, Dynamic response, Errors
Journal Articles

Analysis of Brand Effects in Data-Driven Design Based on Online Reviews

Seyoung Park, Harrison Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2023, 145(12): 121704.
Paper No: MD-23-1262
https://doi.org/10.1115/1.4063288
Published Online: October 6, 2023
View Article titled, Analysis of Brand Effects in Data-Driven Design Based on Online Reviews
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Topics: Data-driven design
Journal Articles

Three-Dimensional Material Mask Overlay Topology Optimization Approach With Truncated Octahedron Elements

Nikhil Singh, Prabhat Kumar, Anupam Saxena
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2024, 146(1): 011701.
Paper No: MD-23-1285
https://doi.org/10.1115/1.4063361
Published Online: October 6, 2023
View Article titled, Three-Dimensional Material Mask Overlay Topology Optimization Approach With Truncated Octahedron Elements
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Topics: Density, Design, Optimization, Overlays (Materials engineering), Stiffness, Topology optimization, Cantilever beams, Displacement, Compliant mechanisms, Shapes
Journal Articles

Inverse Design of Two-Dimensional Shape-Morphing Structures

Mohammad Abu-Mualla, Victor Jiron, Jida Huang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2023, 145(12): 121703.
Paper No: MD-23-1086
https://doi.org/10.1115/1.4063191
Published Online: October 6, 2023
View Article titled, Inverse Design of Two-Dimensional Shape-Morphing Structures
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Topics: Design, Shapes, Poisson ratio