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Journal Articles

Importance-Induced Customer Segmentation Using Explainable Machine Learning

Accepted Manuscript
Seyoung Park, Yilan Jiang, Harrison Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des.
Paper No: MD-24-1118
https://doi.org/10.1115/1.4066746
Published Online: September 30, 2024
View Article titled, Importance-Induced Customer Segmentation Using Explainable Machine Learning
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Topics: Image segmentation, Machine learning, Construction, Data-driven design, Design automation, Neural network models, Product development, Trend analysis
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 Conformal Design Approach of TPMS-Based Porous Microchannels With Freeform Boundaries

Zi-Peng Chi, Qing-Hui Wang, Jing-Rong Li, Hai-Long Xie
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2023, 145(10): 102001.
Paper No: MD-23-1085
https://doi.org/10.1115/1.4062881
Published Online: August 3, 2023
View Article titled, A Conformal Design Approach of TPMS-Based Porous Microchannels With Freeform Boundaries
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Topics: Design, Microchannels, Topology, Algorithms, Parametrization, Image segmentation
Journal Articles

Concurrent Build Direction, Part Segmentation, and Topology Optimization for Additive Manufacturing Using Neural Networks

Hongrui Chen, Aditya Joglekar, Kate S. Whitefoot, Levent Burak Kara
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091702.
Paper No: MD-22-1598
https://doi.org/10.1115/1.4062663
Published Online: June 23, 2023
View Article titled, Concurrent Build Direction, Part Segmentation, and Topology Optimization for Additive Manufacturing Using Neural Networks
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Topics: Additive manufacturing, Artificial neural networks, Density, Image segmentation, Optimization, Topology, Topology optimization
Journal Articles

Finding Social Networks Among Online Reviewers for Customer Segmentation

Seyoung Park, Harrison M. Kim
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2022, 144(12): 121703.
Paper No: MD-22-1222
https://doi.org/10.1115/1.4055624
Published Online: October 10, 2022
View Article titled, Finding Social Networks Among Online Reviewers for Customer Segmentation
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Topics: Image segmentation, Design, Construction
Journal Articles

Exploring Product Solution Differences Due to Choice Model Selection in the Presence of Noncompensatory Decisions With Conjunctive Screening Rules

Jaekwan Shin, Scott Ferguson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. February 2017, 139(2): 021402.
Paper No: MD-16-1005
https://doi.org/10.1115/1.4035051
Published Online: December 12, 2016
View Article titled, Exploring Product Solution Differences Due to Choice Model Selection in the Presence of Noncompensatory Decisions With Conjunctive Screening Rules
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Topics: Design, Errors, Modeling, Optimization, Preferences, Probability, Product design, Image segmentation
Journal Articles

A Method to Improve Platform Leveraging in a Market Segmentation Grid for an Existing Product Line

Ronald S. Farrell, Timothy W. Simpson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2008, 130(3): 031403.
https://doi.org/10.1115/1.2829889
Published Online: February 5, 2008
View Article titled, A Method to Improve Platform Leveraging in a Market Segmentation Grid for an Existing Product Line
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Topics: Design, Image segmentation, Optimization, Valves
Journal Articles

Kinematic Synthesis of Planar, Shape-Changing Rigid-Body Mechanisms

Andrew P. Murray, James P. Schmiedeler, Brian M. Korte
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2008, 130(3): 032302.
https://doi.org/10.1115/1.2829892
Published Online: February 4, 2008
View Article titled, Kinematic Synthesis of Planar, Shape-Changing Rigid-Body Mechanisms
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Topics: Chain, Design, Errors, Image segmentation, Shapes, Kinematics