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Journal Articles

Attention-Enhanced Multimodal Learning for Conceptual Design Evaluations

Binyang Song, Scarlett Miller, Faez Ahmed
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041410.
Paper No: MD-22-1499
DOI: https://doi.org/10.1115/1.4056669
Published Online: February 3, 2023
View Article titled, Attention-Enhanced Multimodal Learning for Conceptual Design Evaluations
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Topics: Conceptual design, Design, Creativity
Proceedings Papers

Hey, AI! Can You See What I See? Multimodal Transfer Learning-Based Design Metrics Prediction for Sketches With Text Descriptions

Binyang Song, Scarlett Miller, Faez Ahmed
Proc. ASME. IDETC-CIE2022, Volume 6: 34th International Conference on Design Theory and Methodology (DTM), V006T06A017, August 14–17, 2022
Paper No: DETC2022-91269
DOI: https://doi.org/10.1115/DETC2022-91269
View Paper titled, Hey, AI! Can You See What I See? Multimodal Transfer Learning-Based Design Metrics Prediction for Sketches With Text Descriptions
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Topics: Design, Creativity, Computational methods, Engineering design, Innovation, Joining, Machine learning
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
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

Addressing Challenges to Problem Complexity: Effectiveness of AI Assistance During the Design Process

Binyang Song, Nicolás F. Soria Zurita, Hannah Nolte, Harshika Singh, Jonathan Cagan, Christopher McComb
Proc. ASME. IDETC-CIE2021, Volume 6: 33rd International Conference on Design Theory and Methodology (DTM), V006T06A055, August 17–19, 2021
Paper No: DETC2021-70467
DOI: https://doi.org/10.1115/DETC2021-70467
View Paper titled, Addressing Challenges to Problem Complexity: Effectiveness of AI Assistance During the Design Process
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Topics: Artificial intelligence, Design, Engineering design
Journal Articles

When Faced With Increasing Complexity: The Effectiveness of Artificial Intelligence Assistance for Drone Design

Binyang Song, Nicolás F. Soria Zurita, Hannah Nolte, Harshika Singh, Jonathan Cagan, Christopher McComb
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021701.
Paper No: MD-21-1215
DOI: https://doi.org/10.1115/1.4051871
Published Online: September 9, 2021
View Article titled, When Faced With Increasing Complexity: The Effectiveness of Artificial Intelligence Assistance for Drone Design
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Topics: Design, Unmanned aerial vehicles
Proceedings Papers

Topic Modeling and Sentiment Analysis of Social Media Data to Drive Experiential Redesign

Binyang Song, Emmett Meinzer, Akash Agrawal, Christopher McComb
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A019, August 17–19, 2020
Paper No: DETC2020-22567
DOI: https://doi.org/10.1115/DETC2020-22567
View Paper titled, Topic Modeling and Sentiment Analysis of Social Media Data to Drive Experiential Redesign
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Topics: Design, Modeling
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
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

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
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
DOI: 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
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
View Article titled, Does Analogical Distance Affect Performance of Ideation?
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Topics: Design, Patents
Proceedings Papers

Understanding Effects of Analogical Distance on Performance of Ideation: Key Observations and Findings

Srinivasan Venkataraman, Binyang Song, Jianxi Luo, Karupppasamy Subburaj, Mohan Rajesh Elara, Lucienne Blessing, Kristin Wood
Proc. ASME. IDETC-CIE2017, Volume 7: 29th International Conference on Design Theory and Methodology, V007T06A007, August 6–9, 2017
Paper No: DETC2017-67752
DOI: https://doi.org/10.1115/DETC2017-67752
View Paper titled, Understanding Effects of Analogical Distance on Performance of Ideation: Key Observations and Findings
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Topics: Design, Patents, Robots, Students, Teams
Proceedings Papers

Identifying Patent Precedents for Engineering Design: An Iterative Heuristic Method of Mining Text, Citation and Inventor Information

Binyang Song, Jianxi Luo
Proc. ASME. IDETC-CIE2017, Volume 1: 37th Computers and Information in Engineering Conference, V001T02A054, August 6–9, 2017
Paper No: DETC2017-67511
DOI: https://doi.org/10.1115/DETC2017-67511
View Paper titled, Identifying Patent Precedents for Engineering Design: An Iterative Heuristic Method of Mining Text, Citation and Inventor Information
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Topics: Engineering design, Mining, Patents, Design, Engineers, Inventions, Robots
Journal Articles

Mining Patent Precedents for Data-Driven Design: The Case of Spherical Rolling Robots

Binyang Song, Jianxi Luo
Journal: Journal of Mechanical Design
Article Type: Research-Article
J. Mech. Des. November 2017, 139(11): 111420.
Paper No: MD-17-1157
DOI: https://doi.org/10.1115/1.4037613
Published Online: October 2, 2017
View Article titled, Mining Patent Precedents for Data-Driven Design: The Case of Spherical Rolling Robots
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Topics: Design, Patents, Robots
Proceedings Papers

Parameter Study of a Brayton Cycle Waste Heat Recovery System for Turbocharged Diesel Engines

Binyang Song, Weilin Zhuge, Xinqian Zheng, Yangjun Zhang, Yong Yin, Yanting Zhao
Proc. ASME. FEDSM2013, Volume 1C, Symposia: Gas-Liquid Two-Phase Flows; Industrial and Environmental Applications of Fluid Mechanics; Issues and Perspectives in Automotive Flows; Liquid-Solids Flows; Multiscale Methods for Multiphase Flow; Noninvasive Measurements in Single and Multiphase Flows; Numerical Methods for Multiphase Flow; Transport Phenomena in Energy Conversion From Clean and Sustainable Resources; Transport Phenomena in Materials Processing and Manufacturing Processes; Transport Phenomena in Mixing; Turbulent Flows: Issues and Perspectives, V01CT18A006, July 7–11, 2013
Paper No: FEDSM2013-16293
DOI: https://doi.org/10.1115/FEDSM2013-16293
View Paper titled, Parameter Study of a Brayton Cycle Waste Heat Recovery System for Turbocharged Diesel Engines
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Topics: Brayton cycle, Diesel engines, Heat recovery, Turbines, Engines, Compressors, Diesel cycle, Flow (Dynamics), Turbochargers, Combined cycles