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Journal Articles

Deep Analogical Generative Design and Evaluation: Integration of Stable Diffusion and LoRA

Accepted Manuscript
Yumiao Chen, Huanhuan Ruan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1372
https://doi.org/10.1115/1.4066861
Published Online: October 14, 2024
View Article titled, Deep Analogical Generative Design and Evaluation: Integration of Stable Diffusion and LoRA
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Topics: Artificial intelligence, Design, Design methodology, Diffusion (Physics), Generative design, Automobiles, Automotive design, Computers, Conceptual design, Data-driven design
Journal Articles

Data-Efficient Dimensionality Reduction and Surrogate Modeling of High-Dimensional Stress Fields

Accepted Manuscript
Anirban Samaddar, Sandipp Krishnan Ravi, Nesar Ramachandra, Lele Luan, Sandeep Madireddy, Anindya Bhaduri, Piyush Pandita, Changjie Sun, Liping Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1156
https://doi.org/10.1115/1.4066224
Published Online: August 16, 2024
View Article titled, Data-Efficient Dimensionality Reduction and Surrogate Modeling of High-Dimensional Stress Fields
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Topics: Metamodeling, Modeling, Stress, Simulation, Tensors, Artificial intelligence, Artificial neural networks, Compression, Convolutional neural networks, Data-driven design
Journal Articles

Trust, Workload, and Performance in Human–Artificial Intelligence Partnering: The Role of Artificial Intelligence Attributes in Solving Classification Problems

Mostaan Lotfalian Saremi, Isabella Ziv, Onur Asan, Alparslan Emrah Bayrak
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2025, 147(1): 011702.
Paper No: MD-24-1099
https://doi.org/10.1115/1.4065916
Published Online: July 23, 2024
View Article titled, Trust, Workload, and Performance in Human–Artificial Intelligence Partnering: The Role of Artificial Intelligence Attributes in Solving Classification Problems
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Topics: Artificial intelligence, Design, Robustness, Transparency, Performance
Journal Articles

Human Designers' Dynamic Confidence and Decision-Making When Working With More Than One Artificial Intelligence

Leah Chong, Kenneth Kotovsky, Jonathan Cagan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2024, 146(8): 081402.
Paper No: MD-23-1354
https://doi.org/10.1115/1.4064565
Published Online: March 5, 2024
View Article titled, Human Designers' Dynamic Confidence and Decision-Making When Working With More Than One Artificial Intelligence
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Topics: Artificial intelligence, Decision making, Design, Feedback, Teams
Journal Articles

Adaptation Through Communication: Assessing Human–Artificial Intelligence Partnership for the Design of Complex Engineering Systems

Zeda Xu, Chloe Soohwa Hong, Nicolás F. Soria Zurita, Joshua T. Gyory, Gary Stump, Hannah Nolte, Jonathan Cagan, Christopher McComb
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2024, 146(8): 081401.
Paper No: MD-23-1499
https://doi.org/10.1115/1.4064490
Published Online: February 1, 2024
View Article titled, Adaptation Through Communication: Assessing Human–Artificial Intelligence Partnership for the Design of Complex Engineering Systems
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Topics: Design, Teams, Artificial intelligence
Journal Articles

Artificial Intelligence Impersonating a Human: The Impact of Design Facilitator Identity on Human Designers

Guanglu Zhang, Ayush Raina, Ethan Brownell, Jonathan Cagan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2023, 145(5): 051404.
Paper No: MD-22-1517
https://doi.org/10.1115/1.4056499
Published Online: January 17, 2023
View Article titled, Artificial Intelligence Impersonating a Human: The Impact of Design Facilitator Identity on Human Designers
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Topics: Design, Artificial intelligence
Journal Articles

Attribute-Sentiment-Guided Summarization of User Opinions From Online Reviews

Yi Han, Gaurav Nanda, Mohsen Moghaddam
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041402.
Paper No: MD-22-1296
https://doi.org/10.1115/1.4055736
Published Online: December 9, 2022
View Article titled, Attribute-Sentiment-Guided Summarization of User Opinions From Online Reviews
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Topics: Durability, E-commerce, Entropy, Natural language processing, Product design, Product development, Stability, User-centered design, Design, Absorption
Journal Articles

The Evolution and Impact of Human Confidence in Artificial Intelligence and in Themselves on AI-Assisted Decision-Making in Design

Leah Chong, Ayush Raina, Kosa Goucher-Lambert, Kenneth Kotovsky, Jonathan Cagan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031401.
Paper No: MD-22-1057
https://doi.org/10.1115/1.4055123
Published Online: October 31, 2022
View Article titled, The Evolution and Impact of Human Confidence in Artificial Intelligence and in Themselves on AI-Assisted Decision-Making in Design
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Topics: Artificial intelligence, Decision making, Design, Feedback, Trusses (Building)
Journal Articles

Comparing the Impacts on Team Behaviors Between Artificial Intelligence and Human Process Management in Interdisciplinary Design Teams

Joshua T. Gyory, Kenneth Kotovsky, Christopher McComb, Jonathan Cagan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. October 2022, 144(10): 104501.
Paper No: MD-21-1606
https://doi.org/10.1115/1.4054723
Published Online: June 30, 2022
View Article titled, Comparing the Impacts on Team Behaviors Between Artificial Intelligence and Human Process Management in Interdisciplinary Design Teams
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Topics: Design, Teams, Artificial intelligence, Process management (Business automation)
Journal Articles

Artificial Intelligence Design for Ship Structures: A Variant Multiple-Input Neural Network-Based Ship Resistance Prediction

Yu Ao, Yunbo Li, Jiaye Gong, Shaofan Li
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091707.
Paper No: MD-21-1483
https://doi.org/10.1115/1.4053816
Published Online: June 16, 2022
View Article titled, Artificial Intelligence Design for Ship Structures: A Variant Multiple-Input Neural Network-Based Ship Resistance Prediction
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Topics: Algorithms, Artificial neural networks, Design, Geometry, Hull, Ships, Artificial intelligence
Journal Articles

Special Issue: Artificial Intelligence and Engineering Design

James T. Allison, Michel-Alexandre Cardin, Chris McComb, Max Yi Ren, Daniel Selva, Conrad Tucker, Paul Witherell, Yaoyao Fiona Zhao
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Guest Editorial
J. Mech. Des. February 2022, 144(2): 020301.
Paper No: MD-21-1686
https://doi.org/10.1115/1.4053111
Published Online: January 11, 2022
View Article titled, Special Issue: Artificial Intelligence and Engineering Design
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Topics: Design, Engineering design, Artificial intelligence
Journal Articles

Data-Efficient Machine Learning on Three-Dimensional Engineering Data

Vencia Herzog, Stefan Suwelack
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021709.
Paper No: MD-21-1192
https://doi.org/10.1115/1.4052753
Published Online: November 9, 2021
View Article titled, Data-Efficient Machine Learning on Three-Dimensional Engineering Data
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Topics: Design, Machine learning, Shapes, Knowledge transfer, Artificial intelligence, Product design
Journal Articles

Human Versus Artificial Intelligence: A Data-Driven Approach to Real-Time Process Management During Complex Engineering Design

Joshua T. Gyory, Nicolás F. Soria Zurita, Jay Martin, Corey Balon, Christopher McComb, Kenneth Kotovsky, Jonathan Cagan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021405.
Paper No: MD-21-1267
https://doi.org/10.1115/1.4052488
Published Online: October 14, 2021
View Article titled, Human Versus Artificial Intelligence: A Data-Driven Approach to Real-Time Process Management During Complex Engineering Design
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Topics: Design, Teams, Artificial intelligence
Journal Articles

In Memoriam: Dr. Clive L. Dym (1942–2016)

Shapour Azarm
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: In Memoriam
J. Mech. Des. October 2016, 138(10): 100101.
Paper No: MD-16-1517
https://doi.org/10.1115/1.4034292
Published Online: August 19, 2016
View Article titled, In Memoriam: Dr. Clive L. Dym (1942–2016)
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Topics: Design, Engineering design, Engineering education, Vibration, Workshops (Work spaces), Engineering mechanics, Acoustics, Artificial intelligence
Journal Articles

Discrete Optimal Design Formulations With Application to Gear Train Design

L. P. Pomrehn, P. Y. Papalambros
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 1995, 117(3): 419–424.
https://doi.org/10.1115/1.2826695
Published Online: September 1, 1995
View Article titled, Discrete Optimal Design Formulations With Application to Gear Train Design
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Topics: Design, Gear trains, Artificial intelligence, Optimization, Spur gears
Journal Articles

A Method for Integrating End-User Preferences for Design Evaluation in Rule-Based Systems

D. L. Thurston, C. A. Crawford
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 1994, 116(2): 522–530.
https://doi.org/10.1115/1.2919410
Published Online: June 1, 1994
View Article titled, A Method for Integrating End-User Preferences for Design Evaluation in Rule-Based Systems
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Topics: Design, Preferences, Expert systems, Accuracy and precision, Artificial intelligence, Modeling, Uncertainty
Journal Articles

A Formal Approach to Specifications in Conceptual Design

A. Kusiak, E. Szczerbicki
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 1992, 114(4): 659–666.
https://doi.org/10.1115/1.2917057
Published Online: December 1, 1992
View Article titled, A Formal Approach to Specifications in Conceptual Design
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Topics: Conceptual design, Design, Artificial intelligence, Formal methods, Optimization
Journal Articles

Pattern Matching Synthesis as an Automated Approach to Mechanism Design

D. A. Hoeltzel, Wei-Hua Chieng
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 1990, 112(2): 190–199.
https://doi.org/10.1115/1.2912592
Published Online: June 1, 1990
View Article titled, Pattern Matching Synthesis as an Automated Approach to Mechanism Design
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Topics: Design, Artificial intelligence, Engines, Machinery, Network models, Pumps
Journal Articles

Design and Implementation of a Prototype ‘Intelligent’ CAD System

M. J. Jakiela, P. Y. Papalambros
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 1989, 111(2): 252–258.
https://doi.org/10.1115/1.3258991
Published Online: June 1, 1989
View Article titled, Design and Implementation of a Prototype ‘Intelligent’ CAD System
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Topics: Computer-aided design, Design, Engineering prototypes, Artificial intelligence, Encryption, Manufacturing, Modeling
Journal Articles

Probabilistic Modeling in Design

J. N. Siddall
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 1986, 108(3): 330–335.
https://doi.org/10.1115/1.3258735
Published Online: September 1, 1986
View Article titled, Probabilistic Modeling in Design
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Topics: Algorithms, Artificial intelligence, Density, Design, Modeling, Probability, Shapes