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Journal Articles

Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers

Qihao Zhu, Xinyu Zhang, Jianxi Luo
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041409.
Paper No: MD-22-1386
https://doi.org/10.1115/1.4056598
Published Online: January 17, 2023
View Article titled, Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers
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Topics: Biomimetics, Design, Generators, Innovation
Journal Articles

Generative Transformers for Design Concept Generation

Qihao Zhu, Jianxi Luo
Journal: Journal of Computing and Information Science in Engineering
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. August 2023, 23(4): 041003.
Paper No: JCISE-22-1144
https://doi.org/10.1115/1.4056220
Published Online: January 9, 2023
View Article titled, Generative Transformers for Design Concept Generation
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Topics: Design
Proceedings Papers

Generative Pre-Trained Transformers for Biologically Inspired Design

Qihao Zhu, Xinyu Zhang, Jianxi Luo
Proc. ASME. IDETC-CIE2022, Volume 6: 34th International Conference on Design Theory and Methodology (DTM), V006T06A014, August 14–17, 2022
Paper No: DETC2022-90366
https://doi.org/10.1115/DETC2022-90366
View Paper titled, Generative Pre-Trained Transformers for Biologically Inspired Design
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Topics: Biomimetics, Design, Design methodology, Generative design
Journal Articles

Patent Data for Engineering Design: A Critical Review and Future Directions

Shuo Jiang, Serhad Sarica, Binyang Song, Jie Hu, Jianxi Luo
Journal: Journal of Computing and Information Science in Engineering
Article Type: Review Articles
J. Comput. Inf. Sci. Eng. December 2022, 22(6): 060902.
Paper No: JCISE-22-1031
https://doi.org/10.1115/1.4054802
Published Online: October 10, 2022
View Article titled, Patent Data for Engineering Design: A Critical Review and Future Directions
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Topics: Design, Engineering design, Patents
Proceedings Papers

Data-Driven Design-by-Analogy: State of the Art

Shuo Jiang, Jie Hu, Jianxi Luo
Proc. ASME. IDETC-CIE2021, Volume 2: 41st Computers and Information in Engineering Conference (CIE), V002T02A028, August 17–19, 2021
Paper No: DETC2021-68669
https://doi.org/10.1115/DETC2021-68669
View Paper titled, Data-Driven Design-by-Analogy: State of the Art
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Topics: Artificial intelligence, Data-driven design, Design
Journal Articles

Engineering Knowledge Graph From Patent Database

L. Siddharth, Lucienne T. M. Blessing, Kristin L. Wood, Jianxi Luo
Journal: Journal of Computing and Information Science in Engineering
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. April 2022, 22(2): 021008.
Paper No: JCISE-21-1076
https://doi.org/10.1115/1.4052293
Published Online: October 18, 2021
View Article titled, Engineering Knowledge Graph From Patent Database
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Topics: Databases, Patents
Journal Articles

Data-Driven Design-By-Analogy: State-of-the-Art and Future Directions

Shuo Jiang, Jie Hu, Kristin L. Wood, Jianxi Luo
Journal: Journal of Mechanical Design
Article Type: Review Articles
J. Mech. Des. February 2022, 144(2): 020801.
Paper No: MD-21-1173
https://doi.org/10.1115/1.4051681
Published Online: September 9, 2021
View Article titled, Data-Driven Design-By-Analogy: State-of-the-Art and Future Directions
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Journal Articles

Semantic Networks for Engineering Design: State of the Art and Future Directions

Ji Han, Serhad Sarica, Feng Shi, Jianxi Luo
Journal: Journal of Mechanical Design
Article Type: Review Articles
J. Mech. Des. February 2022, 144(2): 020802.
Paper No: MD-21-1166
https://doi.org/10.1115/1.4052148
Published Online: September 9, 2021
View Article titled, Semantic Networks for Engineering Design: State of the Art and Future Directions
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Topics: Design, Engineering design
Journal Articles

Deriving Design Feature Vectors for Patent Images Using Convolutional Neural Networks

Shuo Jiang, Jianxi Luo, Guillermo Ruiz-Pava, Jie Hu, Christopher L. Magee
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. June 2021, 143(6): 061405.
Paper No: MD-20-1469
https://doi.org/10.1115/1.4049214
Published Online: January 29, 2021
View Article titled, Deriving Design Feature Vectors for Patent Images Using Convolutional Neural Networks
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Topics: Artificial neural networks, Design, Patents, Databases
Proceedings Papers

A Convolutional Neural Network-Based Patent Image Retrieval Method for Design Ideation

Shuo Jiang, Jianxi Luo, Guillermo Ruiz Pava, Jie Hu, Christopher L. Magee
Proc. ASME. IDETC-CIE2020, Volume 9: 40th Computers and Information in Engineering Conference (CIE), V009T09A039, August 17–19, 2020
Paper No: DETC2020-22048
https://doi.org/10.1115/DETC2020-22048
View Paper titled, A Convolutional Neural Network-Based Patent Image Retrieval Method for Design Ideation
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Topics: Artificial neural networks, Design, Patents
Journal Articles

Machine Learning-Based Design Concept Evaluation

Bradley Camburn, Yuejun He, Sujithra Raviselvam, Jianxi Luo, Kristin Wood
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. March 2020, 142(3): 031113.
Paper No: MD-19-1564
https://doi.org/10.1115/1.4045126
Published Online: January 25, 2020
View Article titled, Machine Learning-Based Design Concept Evaluation
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Topics: Design, Machinery, Crowdsourcing
Proceedings Papers

Computer-Aided Design Ideation Using InnoGPS

Jianxi Luo, Serhad Sarica, Kristin L. Wood
Proc. ASME. IDETC-CIE2019, Volume 2A: 45th Design Automation Conference, V02AT03A011, August 18–21, 2019
Paper No: DETC2019-97587
https://doi.org/10.1115/DETC2019-97587
View Paper titled, Computer-Aided Design Ideation Using InnoGPS
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Topics: Computer-aided design, Computer-aided engineering, Design, Design methodology, Patents, Uncertainty, Visualization
Proceedings Papers

Evaluating Crowdsourced Design Concepts With Machine Learning

Bradley Camburn, Yuejun He, Sujithra Raviselvam, Jianxi Luo, Kristin Wood
Proc. ASME. IDETC-CIE2019, Volume 7: 31st International Conference on Design Theory and Methodology, V007T06A006, August 18–21, 2019
Paper No: DETC2019-97285
https://doi.org/10.1115/DETC2019-97285
View Paper titled, Evaluating Crowdsourced Design Concepts With Machine Learning
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Topics: Design, Machine learning, Filtration, Creativity, Databases
Proceedings Papers

Technology Knowledge Graph for Design Exploration: Application to Designing the Future of Flying Cars

Serhad Sarica, Binyang Song, Jianxi Luo, Kristin Wood
Proc. ASME. IDETC-CIE2019, Volume 1: 39th Computers and Information in Engineering Conference, V001T02A028, August 18–21, 2019
Paper No: DETC2019-97605
https://doi.org/10.1115/DETC2019-97605
View Paper titled, Technology Knowledge Graph for Design Exploration: Application to Designing the Future of Flying Cars
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Topics: Automobiles, Design, Patents, Innovation, Classification, Engineers, Natural language processing, Uncertainty
Journal Articles

Mining and Representing the Concept Space of Existing Ideas for Directed Ideation

Yuejun He, Bradley Camburn, Haowen Liu, Jianxi Luo, Maria Yang, Kristin Wood
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. December 2019, 141(12): 121101.
Paper No: MD-19-1172
https://doi.org/10.1115/1.4044399
Published Online: September 27, 2019
View Article titled, Mining and Representing the Concept Space of Existing Ideas for Directed Ideation
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Topics: Computers, Design, Natural language processing, Transportation systems, Creativity, Mining
Journal Articles

Data-Driven Platform Design: Patent Data and Function Network Analysis

Binyang Song, Jianxi Luo, Kristin Wood
Journal: Journal of Mechanical Design
Article Type: Research-Article
J. Mech. Des. February 2019, 141(2): 021101.
Paper No: MD-18-1499
https://doi.org/10.1115/1.4042083
Published Online: December 20, 2018
View Article titled, Data-Driven Platform Design: Patent Data and Function Network Analysis
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Topics: Design, Network analysis, Patents, Robots, Algorithms
Proceedings Papers

Data-Driven Function Network Analysis for Product Platform Planning: A Case Study of Spherical Rolling Robots

Binyang Song, Jianxi Luo, Rajesh Elara Mohan, Kristin L. Wood
Proc. ASME. IDETC-CIE2018, Volume 7: 30th International Conference on Design Theory and Methodology, V007T06A040, August 26–29, 2018
Paper No: DETC2018-85759
https://doi.org/10.1115/DETC2018-85759
View Paper titled, Data-Driven Function Network Analysis for Product Platform Planning: A Case Study of Spherical Rolling Robots
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Topics: Network analysis, Robots, Design, Economics , Algorithms, Patents, Tradeoffs
Proceedings Papers

Crowdfunding Campaign As a Design-Based Pedagogical Approach for Experiential Learning of Technology Entrepreneurship

Jianxi Luo, Kin Leong Pey, Kristin Wood
Proc. ASME. IDETC-CIE2018, Volume 3: 20th International Conference on Advanced Vehicle Technologies; 15th International Conference on Design Education, V003T04A015, August 26–29, 2018
Paper No: DETC2018-85532
https://doi.org/10.1115/DETC2018-85532
View Paper titled, Crowdfunding Campaign As a Design-Based Pedagogical Approach for Experiential Learning of Technology Entrepreneurship
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Topics: Design, Entrepreneurship, Engineers, Students, Uncertainty, Undergraduate students
Journal Articles

The Characteristics of Innovative, Mechanical Products—10 Years Later

Katja Hölttä-Otto, Kevin Otto, Chaoyang Song, Jianxi Luo, Timothy Li, Carolyn C. Seepersad, Warren Seering
Journal: Journal of Mechanical Design
Article Type: Technical Briefs
J. Mech. Des. August 2018, 140(8): 084501.
Paper No: MD-17-1740
https://doi.org/10.1115/1.4039851
Published Online: May 28, 2018
View Article titled, The Characteristics of Innovative, Mechanical Products—10 Years Later
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Topics: Innovation, Mechanical products
Journal Articles

Does Analogical Distance Affect Performance of Ideation?

V. Srinivasan, Binyang Song, Jianxi Luo, Karupppasamy Subburaj, Mohan Rajesh Elara, Lucienne Blessing, Kristin Wood
Journal: Journal of Mechanical Design
Article Type: Research-Article
J. Mech. Des. July 2018, 140(7): 071101.
Paper No: MD-17-1424
https://doi.org/10.1115/1.4040165
Published Online: May 23, 2018
View Article titled, Does Analogical Distance Affect Performance of Ideation?
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Topics: Design, Patents