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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
DOI: https://doi.org/10.1115/1.4056598
Published Online: January 17, 2023
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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
DOI: https://doi.org/10.1115/1.4056220
Published Online: January 9, 2023
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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
DOI: https://doi.org/10.1115/DETC2022-90366
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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
DOI: https://doi.org/10.1115/1.4054802
Published Online: October 10, 2022
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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
DOI: https://doi.org/10.1115/DETC2021-68669
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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
DOI: https://doi.org/10.1115/1.4052293
Published Online: October 18, 2021
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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
DOI: https://doi.org/10.1115/1.4051681
Published Online: September 9, 2021
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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
DOI: https://doi.org/10.1115/1.4052148
Published Online: September 9, 2021
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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
DOI: https://doi.org/10.1115/1.4049214
Published Online: January 29, 2021
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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
DOI: https://doi.org/10.1115/DETC2020-22048
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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
DOI: https://doi.org/10.1115/1.4045126
Published Online: January 25, 2020
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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
DOI: https://doi.org/10.1115/DETC2019-97587
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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
DOI: https://doi.org/10.1115/DETC2019-97285
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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
DOI: https://doi.org/10.1115/DETC2019-97605
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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
DOI: https://doi.org/10.1115/1.4044399
Published Online: September 27, 2019
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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
DOI: https://doi.org/10.1115/1.4042083
Published Online: December 20, 2018
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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
DOI: https://doi.org/10.1115/DETC2018-85759
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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
DOI: https://doi.org/10.1115/DETC2018-85532
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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
DOI: https://doi.org/10.1115/1.4039851
Published Online: May 28, 2018
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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
DOI: https://doi.org/10.1115/1.4040165
Published Online: May 23, 2018
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Topics: Design, Patents