Design & Artificial Intelligence
Journal
Jianxi Luo (2022) Data-Driven Innovation: What Is It? IEEE Transactions on Engineering Management.
Qihao Zhu, Jianxi Luo. Generative Transformers for Design Concept Generation. ASME Journal of Computing and Information Science in Engineering. Accepted for Publication
Serhad Sarica, Ji Han, Jianxi Luo (2022) Design Representation as Semantic Networks. Computers in Industry, 144, 103791, 2023. Preprint
Claudia Eckert, Jianxi Luo (2022) Innovation in Design Processes. IEEE Transactions on Engineering Management, 69(4), 1532-1536. Open Access
Siddharth Lakshmi, Lucienne Blessing, Jianxi Luo (2022) Natural Language Processing in-and-for Design Research. Design Science, 8, e21. Open Access
Shuo Jiang, Jie Hu, Christoper Magee, Jianxi Luo (2022) Deep Learning for Technical Document Classification. IEEE Transactions on Engineering Management. Published Online. Preprint
Xinyu Zhang; Jiangeng Huang; Yuanhao Huang; Kangyao Huang; Lei Yang; Yan Han; Li Wang; Huaping Liu; Jianxi Luo; Jun Li (2022) Intelligent Amphibious Ground-Aerial Vehicles: State of the Art Technology for Future Transportation. IEEE Transactions on Intelligent Vehicles. Published Online. Preprint
Shuo Jiang, Jianxi Luo. Technology Fitness Landscape for Design Innovation: A Deep Neural Embedding Approach Based on Patent Data. Journal of Engineering Design. Forthcoming. Preprint, Summary
Lakshmi Narayanan Siddharth, Guangtong Li, JIanxi Luo. Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note. Journal of Engineering Design. Forthcoming. Preprint
Shuo Jiang, Serhad Sarica, Binyang Song, Jie Hu, Jianxi Luo (2022) Patent Data for Engineering Design: A Critical Review and Future Directions. Journal of Computing and Information Science in Engineering. Published Online. Preprint
Chaoyang Song, Jianxi Luo, Katja Hölttä-Otto, Warren Seering, Kevin Otto (2022) Crowdfunding for Design Innovation: Prediction Model with Critical Factors. IEEE Transactions on Engineering Management, 69(4), 1565-1576. Preprint
L. Siddharth, Lucienne T. M. Blessing, Kristin L. Wood, Jianxi Luo (2022) Engineering Knowledge Graph from Patent Database. Journal of Computing and Information Science in Engineering, 22(2): 021008
Shuo Jiang, Jie Hu, Kristin Wood, Jianxi Luo (2022) Data-Driven Design-by-Analogy: State-of-the-Art and Future Directions. Journal of Mechanical Design (Special Issue on Artificial Intelligence and Engineering Design), 44(2): 020801. Preprint
Ji Han, Serhad Sarica, Feng Shi, Jianxi Luo (2022) Semantic Networks for Engineering Design: State-of-the-Art and Future Directions. Journal of Mechanical Design (Special Issue on Artificial Intelligence and Engineering Design), 144(2): 020802. Preprint
Serhad Sarica, Jianxi Luo (2021) Stopwords in Technical Language Processing. PLOS ONE 16(8): e0254937.
Shuo Jiang, Jianxi Luo, Jie Hu, Christoper Magee (2021) Deep Learning for Technical Document Classificaiton. Revision & Resubmission
Jianxi Luo, Serhad Sarica, Kristin Wood (2021) Guiding Data-Driven Design Ideation by Knowledge Distance. Knowledge-Based Systems, 218, 106873
Serhad Sarica, Binyang Song, Jianxi Luo, Kristin Wood (2021) Idea Generation with Technology Semantic Network. Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 35(3), 2021, 265-283
Shuo Jiang, Jie Hu, Jianxi Luo, Christopher L Magee (2021) Deriving Design Feature Vectors for Patent Images with Convolutional Neural Network. Journal of Mechanical Design, 143(6), 061405
Bradley Camburn , Yuejun He , Sujithra Raviselvam , Jianxi Luo, Kristin Wood (2020) Machine Learning Based Design Concept Evaluation. Journal of Mechanical Design, 142(3), 031113
Serhad Sarica, Jianxi Luo, Kristin Wood (2020) TechNet: Technology Semantic Network. Expert Systems with Applications, 142, 112995
Binyang Song, Giorgio Triulzi, Bowen Yan, Jeffrey Alstott, Jianxi Luo (2019) Overlay Technology Space Map for Analyzing Design Knowledge Base of a Technology Domain: The Case of Hybrid Electric Vehicles. Research in Engineering Design, 30(3), 405–423
H. Marakkalage, P. L. Lau, S. Sarica, S. K. Viswanath, T. Balasubramaniam, B. Yuen, J. Luo, R. Nayak, C. Yuen (2019) Understanding the Lifestyle of Older Population in Singapore: Mobile Crowdsensing Approach. IEEE Transactions on Computational Social Systems, 6(1), 82-95
Serhad Sarica, Jianxi Luo (2019) An Infinite Regress Model of Design Change Propagation in Complex Systems. IEEE Systems Journal, 13(4), 3610-3618
He, Y., Camburn, B., Liu, H.W. Luo, J., Yang, M., Wood, K.L. (2019) Mining and Representing the Concept Space of Existing Ideas for Directed Ideation. Journal of Mechanical Design, 141, 121101 (SI: Machine Learning for Engineering Design)
Jianxi Luo, Binyang Song, Lucienne Blessing, Kristin Wood (2018) Design Opportunity Conception Using Technology Space Map. Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 32(4), 449-461 (Special Issue: Design Creativity)
Binyang Song, Jianxi Luo, Kristin Wood (2018) Data-Driven Platform Design: Patent Data and Function Network Analysis. Journal of Mechanical Design, 141(2), 021101
Srinivasan Venkataraman, Binyang Song, Jianxi Luo, Karupppasamy Subburaj, Mohan Rajesh Elara, Lucienne Blessing, Kristin Wood (2018) Does Analogical Distance Affect Performance of Ideation. Journal of Mechanical Design, 140(7): 071101
Katja Hölttä-Otto, Kevin Otto, Chaoyang Song, Jianxi Luo, Timothy Li, Carolyn Seepersad, Warren Seering (2018) The Characteristics of Innovative Mechanical Products - 10 Years Later. Journal of Mechanical Design, 140(8): 084501
Binyang Song, Srinivasan Venkataraman, Jianxi Luo (2017) Patent Stimuli Search and its Influence on Ideation Outcomes. Design Science, 3, e25 (Special Collection: Network-based Modeling and Analysis in Design)
Yuejun He, Jianxi Luo (2017) The Novelty “Sweet Spot” of Invention. Design Science, 3, e21.
Jeffrey Alstott, Giorgio Triulzi, Bowen Yan, Jianxi Luo (2017) Inventors' Explorations Across Technology Domains. Design Science, 3, e20.
Jianxi Luo, Bowen Yan, Kristin Wood (2017) InnoGPS for Data-Driven Exploration of Design Opportunities and Directions: The Case of Google Driverless Car Project. Journal of Mechanical Design, 139(11), 111416 (Special Issue: Data-Driven Design)
Binyang Song, Jianxi Luo (2017) Mining Patent Precedents for Data-driven Design: The Case of Spherical Rolling Robots. Journal of Mechanical Design, 139(11), 111420 (Special Issue: Data-Driven Design)
Jianxi Luo, Kristin Wood (2017) The Growing Complexity in Invention Process. Research in Engineering Design, 28(4), 421-435.
Bowen Yan, Jianxi Luo (2017) Measuring Technological Distance for Patent Mapping. Journal of the Association for Information Science and Technology, 68(2), 423–437.
Jeffrey Alstott, Giorgio Triulzi, Bowen Yan, Jianxi Luo (2017) Mapping Technology Space by Normalizing Technology Relatedness Networks. Scientometrics, 110(1), 443-479.
Jianxi Luo (2015) The United Innovation Process: Integrating Science, Design and Entrepreneurship as Sub-processes. Design Science, 1, e2.
Jeffrey Funk, Jianxi Luo (2015) Open Standards, Vertical Disintegration and Entrepreneurial Opportunities: How Vertically-Specialized Firms Entered the U.S. Semiconductor Industry. Technovation, 45/46, 52-62.
Jianxi Luo (2015) A Simulation-Based Method to Evaluate the Impact of Product Architecture on Product Evolvability. Research in Engineering Design, 26: 355–371.
Jianxi Luo, Alison L. Olechowski, Christopher L. Magee (2014) Technology-Based Design and Sustainable Economic Growth. Technovation, 34(11), 663-677.
Conference
Qihao Zhu, Jianxi Luo (2022) Generative Pre-Trained Transformer for Design Concept Generation: An Exploration. 17th International DESIGN Conference, Cavtat, Croatia, May 23-26, 2022. Preprint, Video
Shuo Jiang, Serhad Sarica, Binyang Song, Jie Hu, Jianxi Luo (2022) Patent Data for Engineering Design: A Review. 17th International DESIGN Conference, Cavtat, Croatia, May 23-26, 2022. Preprint, Video
Qihao Zhu, Jianxi Luo (2022) Generative Design Ideation: A Natural Language Generation Approach. 10th Conference on Design Computing and Cognition (DCC), Glasgow, UK, July 4-6, 2022. Preprint, Video
Serhad Sarica, Jianxi Luo (2022) TechNet 2.0: Expanding Technology Semantic Network with Qualitative Relations to Enhance Reasoning Capabilities. 10th Conference on Design Computing and Cognition (DCC), Glasgow, UK, July 4-6, 2022. Preprint, Video
Qihao Zhu, Jianxi Luo (2002) Generative Pre-Trained Transformer for Biologically Inspired Design. 34th ASME IDETC-CIE International Conference on Design Theory & Methodology, August 14-17, 2022. Preprint, Video
Shuo Jiang, Jie Hu, Jianxi Luo (2021) Data-Driven Design-by-Analogy: State of the Art. International Design Engineering Technical Conferences & Computers and Information in Engineering Conference (IDETC/CIE 2021), August 17-20.
Ji Han, Serhad Sarica, Feng Shi, Jianxi Luo (2021) Semantic Networks for Engineering Design: A Survey. International Conference on Engineering Design (ICED).
Serhad Sarica, Jianxi Luo (2021) Design Knowledge Representation With Technology Semantic Network. International Conference on Engineering Design (ICED).
Shuo Jiang, Jianxi Luo, Guillermo Ruiz Pava, Jie Hu, Christopher L. Magee (2020) Convolutional Neural Network - Based Patent Image Retrieval Method for Design Ideation. International Design Engineering Technical Conferences & Computers and Information in Engineering Conference (IDETC/CIE 2020), August 17-19, Online, Virtual
Serhad Sarica, Song Binyang; En Low, Jianxi Luo (2019) Engineering Knowledge Graph for Keyword Discovery in Patent Search. International Conference on Engineering Design (ICED19), Delft, Netherlands
Yuejun He, Bradley Camburn, Jianxi Luo, Maria Yang; Kristin Wood (2019) Visual Sensemaking of Massive Crowdsourced Data for Design Ideation. International Conference on Engineering Design (ICED19), Delft, Netherlands
Jianxi Luo, Serhad Sarica, Kristin Wood (2019) Computer-Aided Ideation Using InnoGPS. IDETC/CIE - Design Automation Conference, Anaheim, CA
Serhad Sarica, Binyang Song, Jianxi Luo (2019) Technology Knowledge Graph for Design Exploration: Application to Designing the Future of Flying Cars. IDETC/CIE - Computers and Information in Engineering Conference, Anaheim, CA
Camburn Bradley Adam, Yuejun He, Jianxi Luo, Kristin Wood (2019) Evaluating Crowdsourced Design Concepts with Machine Learning. IDETC/CIE - Design Theory and Methodology Conference, Anaheim, CA
Binyang Song, Jianxi Luo, Rajesh Elara Mohan, Kristin Wood (2018) Data-Driven Function Network Analysis for Product Platform Planning: A Case Study of Spherical Rolling Robots. International Design Engineering Technical Conferences & Computers and Information in Engineering Conference (IDETC/CIE 2018), August 26-29, Quebec City, Canada.
Yuejun He, Jianxi Luo (2018) Assess Novelty of An Invention Using the Central-Extreme Novelty Matrix: A Case Study of Juvo Lab's Fibre-Optic Sensor Mat. International Conference on Design Creativity (ICDC), Jan 31 - Feb 2, 2018, Bath, UK.
Jianxi Luo (2018) Browse the Technology Space Map to Conceive Design Application Opportunities of a Technology. International Conference on Design Creativity (ICDC), Jan 31 - Feb 2, 2018, Bath, UK.
Srinivasan Venkataraman, Binyang Song, Jianxi Luo, Karupppasamy Subburaj, Mohan Rajesh Elara, Lucienne Blessing, Kristin Wood (2017) Investigating Effects of Analogical Distance on Ideation Performance. IDETC/CIE - International Conference on Design Theory and Methodology, August 6-9, 2017, Cleveland, Ohio, USA.
Binyang Song, Jianxi Luo (2017) Identifying Patent Precedents for Engineering Design: An Iterative Heuristic Method of Mining Text, Citation and Inventor Information. IDETC/CIE - Computers and Information in Engineering Conference, August 6-9, 2017, Cleveland, Ohio, USA.
Srinivasan Venkataraman, Binyang Song, Jianxi Luo, Karupppasamy Subburaj, Mohan Rajesh Elara, Lucienne Blessing, Kristin Wood (2017) Investigating Effects of Stimuli on Ideation Outcomes. International Conference on Engineering Design (ICED), Vancouver, Canada.
Yuejun He, Jianxi Luo (2016) Novelty, Conventionality, and Value of Invention. Conference on Design Computing and Cognition (DCC), June 27–29, Evanston, Chicago, USA.
Jeff Alstott, Bowen Yan, Jianxi Luo. Using Games to Understand Tradeoffs in Designing Across Technology Domains. Conference on Design Computing and Cognition (DCC), June 27–29, Evanston, Chicago, USA.
Binyang Song, Bowen Yan, Jianxi Luo (2016) Design Opportunity Conception Using Technology Space Map. Conference on Design Computing and Cognition (DCC), June 27–29, Evanston, Chicago, USA.
Binyang Song, Giorgio Triulzi, Jefrrey Alstott, Bowen Yan, Jianxi Luo (2016) Overlay Patent Network for Analyzing Design Space Evolution: the Case of Hybrid Electrical Vehicles. 14th International Design Conference (DESIGN), May 16-19, Cavtat, Dubrovnik, Croatia.
Jianxi Luo. 2016. Expansionism-Based Design and System of Systems. Complex System Design & Management (CSD&M) Asia-Pacific Conference, February 24-26, Singapore.
Chaoyang Song, Jianxi Luo, Katja Otto, Warren Seering, Kevin Otto (2015) Risk and Innovation Balance in Crowdfunding New Products. International Conference on Engineering Design (ICED), Milan, Italy.
Katja Hölttä-Otto, Kevin Otto, Jianxi Luo (2013) Innovation Differences between New Ventures and Incumbent Firms. 19th International Conference on Engineering Design (ICED), Seoul, Korea.
Victor Tang, Jianxi Luo (2013) Idea Matrix and Creativity Operators. International Conference on Engineering Design, Seoul, Korea.
Engineering Management & Innovation & Entrepreneurship
Journal
Daniel E. Whitney, Jianxi Luo, Daniel A. Heller (2014) The Benefits and Constraints of Temporary Sourcing Diversification in Supply Chain Disruption and Recovery. Journal of Purchasing & Supply Management, 20(4), 238-250.
Christopher L. Magee, Pey Kin Leong, Jin Chen, Jianxi Luo, Daniel D. Frey (2012) Beyond R&D: What Design Adds to a Modern Research University. International Journal of Engineering Education, 28(2): 1-10
Matthias Holweg, Jianxi Luo, Nick Oliver (2009) The Past, Present and Future of China’s Automotive Industry: A Value Chain Perspective. Journal of Technological Learning, Innovation and Development, 2(1/2), 76-118.
James Winebrake, Sandra Rothenberg, Jianxi Luo, Erin Green (2008) Automotive Transportation in China: Technology, Policy, Market Dynamics, and Sustainability. Journal of Sustainable Transportation, 2(4), 213-233.
Jianxi Luo (2019) Technology Space Map as a Digital Platform. HICSS-52, Maui, Hawaii
Complex Systems and Networks
Journal
Jianxi Luo (2019) Technology Space Map as a Digital Platform. Hawaii International Conference on System Sciences (HICSS-52), Maui, Hawaii