Director
Jianxi Luo is a tenured Associate Professor with the Singapore University of Technology and Design (SUTD), where he also serves as the Director of Data-Driven Innovation Lab and a former Director of SUTD Technology Entrepreneurship Programme. Internationally, he holds several editorial positions, including Managing Editor of the Journal of Engineering Design, Associate Editor of Design Science, Associate Editor of Artificial Intelligence for Engineering Design, Analysis & Manufacturing, Associate Editor of ASME Journal of Computing and Information Science in Engineering, Department Editor of IEEE Transactions on Engineering Management, and editorial board member of Research in Engineering Design. Additionally, he is an executive committee member of the Council of Engineering Systems Universities (CESUN).
Stanford & Elsevier have recognized him among the top 2% scientists globally since 2019 and the 13th most cited scientist inn the field of design practice & management in 2021. In 2022, he was honored as a "G20 Professor" by the G20 Organizing Committee for his pioneering work on data-driven innovation. His research on DDI fuses design science, system science and artificial intelligence to develop methods, tools, expert systems and knowledge infrastractures for innovation in engineering design, technology management and policy. Several expert systems that he co-invented with his students have been adopted by industry leaders, firms and organizations worldwide. He has co-authored over 150 articles, delivered more than 110 invited talks at over 80 firms, governments, and universities, and received over 20 best paper or design awards from ASME, INFORMS, Design Society, Complex System Society, and other organizations. His teaching covers design, systems, creativity, entrepreneurship, innovation and leadership.
Previously, he was a faculty member at New York University, a visiting scholar at Cambridge University and Columbia University, and the Chair of INFORMS Technology Innovation Management & Entrepreneurship Section. He also had brief work or consulting experience with EDF, WEF, ADB, and Toyota. He holds a Ph.D. in "Engineering Systems: Technology, Management, and Policy" and S.M. in "Technology and Policy" from Massachusetts Institute of Technology, and an M.S. and B.E. in engineering from Tsinghua University.
Education
Services
Executive Committee Member, Council of Engineering Systems Universities (CESUN)
Managing Editor, Journal of Engineering Design
Associate Editor, Design Science
Associate Editor, Artificial Intelligence for Engineering Design, Analysis and Manufacturing
Associate Editor, ASME Journal of Computing and Information Science in Engineering
Department Editor, IEEE Transactions on Engineering Management
Guest Editor, Technovation
Editorial Board Member, Research in Engineering Design
Editorial Board Member, International Journal of AI for Materials & Design
Chair Emeritus, INFORMS Technology Innovation Management & Entrepreneurship Section
Awards & Honors
Spotlight Paper, ASME Journal of Computing & Information Science in Engineering, 2023
G20 Professorship, G20 Organizing Committee, 2022
Spotlight Paper, ASME Journal of Computing & Information Science in Engineering, 2022
Silver Medal, Geneva International Exhibition of Inventions, 2022
“Reviewers’ Favourite Paper” Award, 23rd International Conference on Engineering Design (ICED), Gothenburg, Sweden, 2021
Editors’ Choice Paper Award, ASME Journal of Mechanical Design, 2020
Top 2% Scientists Globally by Standardized Citation Impact, Stanford University & Elsevier B.V., 2019, 2020, 2021, 2022
Best Paper Award, ASME International Design Engineering Technical Conferences / Computers and Information in Engineering Conference (IDETC/CIE), Anaheim, California, 2019
Innovative Applications in Analytics Award Finalist, Sponsored by Caterpillar, INFORMS Business Analytics Conference, Austin, Texas, 2019
Best Paper Award Nomination, Hawaii International Conference on System Science (HICSS), Maui, Hawaii, 2019
Excellence in Research Award, Singapore University of Technology & Design, 2018
SG Good Design Mark, Singapore Design Business Chamber, 2017
Richard R. Nelson Prize Finalist, 2016
Best Paper Award, Academy of Innovation and Entrepreneurship, Sydney, Australia, 2016
Best Poster Award, International Conference on Complex Systems, Phoenix, Arizona, 2015
“Reviewers’ Favourite Paper” Award, 20th International Conference on Engineering Design, Milan, Italy, 2015
“Reviewers’ Favourite Paper” Award, 19th International Conference on Engineering Design, Seoul, Korea, 2013
“Editor’s Choice”, Industrial and Corporate Change, 2012
Best Dissertation Award (Runner-Up), INFORMS Technology, Innovation Management and Entrepreneurship Section, 2011
Best Paper Award (2nd Place), Annual Conference of Chinese Scholars Association in Management Science & Engineering, 2010
Alfred A.H. Keil Fellowship for Wiser Uses of Science and Technology, 2004
China International Marine Containers (Group) Scholarship, 2003
Mercedes-Benz Scholarship, 2002
Recent Invited Talks
International Conference on Technology & Design, Hangzhou, December 2023
Tsinghua Maker Day, Beijing, November 2023 Keynote
World Design Cities Conference, Shanghai, September 2023 Keynote
IEEE International Conference on Design Science, Shanghai, July 2023 Keynote
The University of Hong Kong, June 2023
Dean's Lecture, SUSTech Design School, Shenzhen, April 2023
PPG Industries, United States, April 2023
Georgia Institute of Technology, March 2023
Imperial College London, United Kingdom, February 2023
Lockheed Martin Corporation, United States, November 2022
University of California at Berkeley, United States, October 2022
Autodesk Research, United States, June 2022
Tsinghua University, China, April, 2022
National Institute of Standards and Technology (NIST), United States, November 2021
International Society for Professional Innovation Management (ISPIM), September 2021
1st International Symposium on Intelligence Design, Japan Advanced Institute of Science and Technology, March 2021 Keynote
Enterprise Singapore Venture Building Program, January 2021
IEEE InTech Forum, IEEE Computer Society, December 2020
13th International Workshop on Design Theory, Paris, January 2020 Keynote
A*STAR Artificial Intelligence Program, January 2020
Institute for New Economic Thinking, August 2019
Centre for Brain-Inspired Computing Research, Tsinghua University, July 2020
17th Annual International CAD Conference, June 2019 Keynote
Mengshi Autonomous Vehicle Lab, Tsinghua University, May 2019
Ideation Lab, Massachusetts Institute of Technology, USA, April 2019
State Key Laboratory of Automotive Safety and Energy, Tsinghua University, June 2018
DSTA Innovation Day, October 2017 Keynote
Institute of Innovation and Entrepreneurship, Zhejiang University, June 2017
Selected Publications
Data-Driven Innovation: What Is It
Jianxi Luo
IEEE Transactions on Engineering Management, 70(2), 784-790, 2023
Designing the Future of the Fourth Industrial Revolution
Jianxi Luo
Journal of Engineering Design, 34(10), 779-785
Towards Artificial Empathy for Human-Centered Design
Qihao Zhu, Jianxi Luo
ASME Journal of Mechanical Design, forthcoming. Preprint
Qihao Zhu, Jianxi Luo
ASME Journal of Computing and Information Science in Engineering, 23(4): 041003, 2023. Preprint Spotlight Paper
Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers
Qihao Zhu, Xinyu Zhang, Jianxi Luo
ASME Journal of Mechanical Design, 145(4): 041409, 2023. Preprint
Deep Learning for Technical Document Classification
Shuo Jiang, Jie Hu, Christopher Magee, Jianxi Luo
IEEE Transactions on Engineering Management. Preprint
Design Representation as Semantic Networks
Serhad Sarica, Ji Han, Jianxi Luo
Computers in Industry, 144, 103791, 2023. Preprint
Intelligent Amphibious Ground-Aerial Vehicles: State of the Art Technology for Future Transportation
Xinyu Zhang, et al., Jianxi Luo, Jun Li
IEEE Transactions on Intelligent Vehicles, 8(1), 970-987, 2023. Preprint
Embedding Knowledge Graph of Patent Metadata to Measure Knowledge Proximity
Guangtong Li, Siddharth Lakshmi, Jianxi Luo
Journal of the Association for Information Science and Technology, 74(4), 476-490, 2023. Preprint
Meta Disciplines: Systems, Design, and Computing
Jianxi Luo
International Research Symposium on Problem Based Learning (IRSPBL ) and Transforming Engineering Education (TEE), Cambridge, MA, United States, 21-23 June 2023
Generative Pre-Trained Transformers for 15-Minute City Design
Rutvik Deshpande, Qihao Zhu, Sayjel Patel, Jianxi Luo
28th International Conference of the Association for Computer-Aided Architectural Design Research in Asia (CAADRIA), Ahmedabad, India, 18-24 March 2023
Close the Gap in the US CHIPS and Science Law
Jianxi Luo
Nature, 610, 34, 2022
New Design: Opportunities for Engineering Design in an Era of Digital Transformation
Roger Jiao, Jianxi Luo, Johan Malmqvist, Joshua Summers
Journal of Engineering Design, 33(10), 685-690, 2022
Natural Language Processing in-and-for Design Research
Siddharth Lakshmi, Lucienne Blessing, Jianxi Luo
Design Science, 8, e21, 2022
Innovation in Design Processes
Claudia Eckert, Jianxi Luo
IEEE Transactions on Engineering Management, 69(4), 1532-1536, 2022
Crowdfunding for Design Innovation: Prediction Model with Critical Factors
Chaoyang Song, Jianxi Luo, Katja Hölttä-Otto, Warren Seering, Kevin Otto
IEEE Transactions on Engineering Management, 69(4), 1565-1576, 2022. Preprint
Engineering Knowledge Graph from Patent Database
L. Siddharth, Lucienne T. M. Blessing, Kristin L. Wood, Jianxi Luo
ASME Journal of Computing and Information Science in Engineering, 22(2): 021008, 2022. Preprint. Spotlight Paper
Patent Data for Engineering Design: A Critical Review and Future Directions
Shuo Jiang, Serhad Sarica, Binyang Song, Jie Hu, Jianxi Luo
ASME Journal of Computing and Information Science in Engineering, 22(6): 060902, 2022. Preprint
Data-Driven Design-by-Analogy: State of the Art and Future Direction
Shuo Jiang, Jie Hu, Kristin Wood, Jianxi Luo
ASME Journal of Mechanical Design, 144(2): 020802, 2022
Semantic Networks for Engineering Design: State of the Art and Future Directions
Ji Han, Serhad Sarica, Feng Shi, Jianxi Luo
ASME Journal of Mechanical Design, 144(2): 020801, 2022
Technology Fitness Landscape for Design Innovation: A Deep Neural Embedding Approach Based on Patent Data
Shuo Jiang, Jianxi Luo
Journal of Engineering Design, 33(10): 716-727, 2022
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings
Siddharth Lakshmi, Guangtong Li, JIanxi Luo
Journal of Engineering Design, 33(8/9): 670-683, 2022
Idea Generation with Technology Semantic Network
Serhad Sarica, Binyang Song, Jianxi Luo, Kristin Wood
ASME Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 35(3), 265-283, 2021. Preprint
Deriving Design Feature Vectors for Patent Images with Convolutional Neural Network
Shuo Jiang, Jie Hu, Jianxi Luo, Christopher L Magee
ASME Journal of Mechanical Design, 143(6), 061405, 2021
Forecasting COVID-19 Pandemic: Unknown Unknowns and Predictive Monitoring
Jianxi Luo
Technological Forecasting and Social Change, 166, 120602, 2021
Guiding Data-Driven Design Ideation by Knowledge Distance
Jianxi Luo, Serhad Sarica, Kristin Wood
Knowledge-Based Systems, 218, 106873, 2021
TechNet: Technology Semantic Network
Serhad Sarica, Jianxi Luo, Kristin Wood
Expert Systems with Applications, 142, 112995, 2020. Preprint
Data-Driven Intelligence on Innovation and Competition
Serhad Sarica, Bowen Yan, Jianxi Luo
Information Systems Management, 37(3), 198-212, 2020. Best Ppaer Award Nomination at HICSS-52
Machine Learning Based Design Concept Evaluation
Bradley Camburn , Yuejun He , Sujithra Raviselvam , Jianxi Luo, Kristin Wood
ASME Journal of Mechanical Design, 142(3), 031113, 2020. Editor's Choice Paper Award
Mining and Representing the Concept Space of Existing Ideas for Directed Ideation
He, Y., Camburn, B., Liu, H.W. Luo, J., Yang, M., Wood, K.L.
ASME Journal of Mechanical Design, 141, 121101, 2019 (SI: Machine Learning for Engineering Design)
Overlay Technology Space Map for Analyzing Design Knowledge Base of a Technology Domain: The Case of Hybrid Electric Vehicle
Binyang Song, Giorgio Triulzi, Bowen Yan, Jeffrey Alstott, Jianxi Lu
Research in Engineering Design, 30(3), 405–423, 2019
The Hierarchy-Niche Model for Supply Networks
Jianxi Luo, Daniel Whitney
Production and Operations Management, 28(3), 668–681, 2019
Multicores-Periphery Structure in Networks
Bowen Yan, Jianxi Luo
Network Science, 7(1), 70-87,2019. Preprint
Understanding the Lifestyle of Older Population in Singapore: Mobile Crowdsensing Approach
H. Marakkalage, P. L. Lau, S. Sarica, S. K. Viswanath, T. Balasubramaniam, B. Yuen, J. Luo, R. Nayak, C. Yuen
IEEE Transactions on Computational Social Systems, 6(1), 82-95, 2019
An Infinite Regress Model of Design Change Propagation in Complex Systems
Serhad Sarica, Jianxi Luo
IEEE Systems Journal, 13(4), 3610-3618, 2019. Get a Copy
Design Opportunity Conception Using Technology Space Map
Jianxi Luo, Binyang Song, Lucienne Blessing, Kristin Wood
Artificial Intelligence for Engineering Design, Analysis and Manufacturing, 32(4), 449-461, 2018 (SI: Design Creativity)
Architecture and Evolvability of Innovation Ecosystems
Jianxi Luo
Technological Forecasting and Social Change, 136, 132-144, 2018
Cyclic Dependence, Vertical Integration, and Innovation: The Case of Japanese Electronics Sector in the 1990s
Jianxi Luo, Giorgio Triulzi
Technological Forecasting and Social Change, 132, 46-55, 2018
Data-Driven Platform Design: Patent Data and Function Network Analysis
Binyang Song, Jianxi Luo, Kristin Wood
ASME Journal of Mechanical Design, 141(2), 021101, 2018
Does Analogical Distance Affect Performance of Ideation
Srinivasan V., Binyang Song, Jianxi Luo, K. Subburaj, Mohan Rajesh Elara, Lucienne Blessing, Kristin Wood
ASME Journal of Mechanical Design, 140(7): 071101, 2018
The Characteristics of Innovative Mechanical Products – 10 Years Later
Katja Hölttä-Otto, Kevin Otto, Chaoyang Song, Jianxi Luo, Timothy Li, Carolyn Seepersad, Warren Seering
ASME Journal of Mechanical Design, 140(8): 084501, 2018
How Do Accelerators Select Startups? Shifting Decision Criteria Across Stages
Jianxi Luo
IEEE Transactions on Engineering Management, 65(4), 574-589, 2018. Preprint
Can We Design an Industry Classification System That Reflects Industry Architecture?
Margaret Dalziel, Xiangyang Yang, Simon Breslav, Azam Khan, Jianxi Luo. Journal of Enterprise Transformation, 8(1-2), 22-46, 2018.
System-of-Systems Innovation: Proactive Methods for Conception and Strategies for Implementation
Jianxi Luo
Journal of Enterprise Transformation, 7(3-4), 91-115, 2017
Patent Stimuli Search and its Influence on Ideation Outcome
Binyang Song, Srinivasan Venkataraman, Jianxi Luo
Design Science, 3, e25, 2017 (SI: Network-based Modeling & Analysis in Design)
The Novelty “Sweet Spot” of Invention
Yuejun He, Jianxi Luo
Design Science, 3, e21, 2017
Inventors’ Explorations Across Technology Domains
Jeffrey Alstott, Giorgio Triulzi, Bowen Yan, Jianxi Luo
Design Science, 3, e20, 2017
InnoGPS for Data-Driven Exploration of Design Opportunities and Directions: The Case of Google Driverless Car Project
Jianxi Luo, Bowen Yan, Kristin Wood
ASME Journal of Mechanical Design, 139(11), 111416, 2017 (SI: Data-Driven Design)
Mining Patent Precedents for Data-driven Design
Binyang Song, Jianxi Luo
ASME Journal of Mechanical Design, 139(11), 111420, 2017 (SI: Data-Driven Design)
The Growing Complexity in Invention Process
Jianxi Luo, Kristin Wood
Research in Engineering Design, 28(4), 421-435, 2017.
Mapping Technology Space by Normalizing Technology Relatedness Networks
Jeffrey Alstott, Giorgio Triulzi, Bowen Yan, Jianxi Luo
Scientometrics, 110(1), 443-479, 2017. Preprint
Filtering Patent Maps for Visualization of Diversification Paths of Inventors and Organizations
Bowen Yan, Jianxi Luo
Journal of the Association for Information Science and Technology, 68(6), 1551–1563, 2017. Preprint
Measuring Technological Distance for Patent Mapping
Bowen Yan, Jianxi Luo
Journal of the Association for Information Science and Technology, 68(2), 423–437, 2017. Preprint
The United Innovation Process: Integrating Science, Design and Entrepreneurship as Sub-processes
Jianxi Luo
Design Science, 1, e2, 2015. Historically the first peer-reviewed publication of the Design Science journal
A Simulation-Based Method to Evaluate the Impact of Product Architecture on Product Evolvability
Jianxi Luo
Research in Engineering Design, 26: 355–371, 2015
Open Standards, Vertical Disintegration and Entrepreneurial Opportunities: How Vertically-Specialized Firms Entered the U.S. Semiconductor Industry
Jeffrey Funk, Jianxi Luo
Technovation, 45/46, 52-62, 2015. Preprint
Technology-Based Design and Sustainable Economic Growth
Jianxi Luo, Alison L. Olechowski, Christopher L. Magee
Technovation, 34(11), 663-677, 2014. Preprint
Loops and Autonomy Promote Evolvability of Ecosystem Network
Jianxi Luo, Alison L. Olechowski, Christopher L. Magee
Scientific Reports, 4, 6440, 2014.
Which Industries to Bail Out First in Economic Recession? Ranking U.S. Industrial Sectors by the Power-of-Pull
Jianxi Luo
Economic Systems Research, 25(2), 157-169, 2013
The Architecture of Transaction Networks: A Comparative Analysis of Hierarchy in Two Sectors
Jianxi Luo, Carliss Y. Baldwin, Daniel E. Whitney, Christopher L. Magee
Industrial and Corporate Change, 21(6), 1307-1335, 2012
Editor's Choice Paper, 2012
Richard Nelson Prize Finalist, 2016
Detecting Evolving Patterns of Self-Organizing Networks by Flow Hierarchy Measurement
Jianxi Luo, Christopher L. Magee
Complexity, 16(6), 53-61, 2011
The Past, Present and Future of China’s Automotive Industry: A Value Chain Perspective
Matthias Holweg, Jianxi Luo, Nick Oliver
International Journal of Technological Learning, Innovation and Development, 2(1/2), 76-118, 2009
Automotive Transportation in China: Technology, Policy, Market Dynamics, and Sustainability
James Winebrake, Sandra Rothenberg, Jianxi Luo, Erin Green
Journal of Sustainable Transportation, 2(4), 213-233, 2008
A Model Predicting Performance of Proton Exchange Membrane Fuel Cell Stack Thermal Systems
Yangjun Zhang, Minggao Ouyang, Qingchun Lu, Jianxi Luo, Xihao Li
Applied Thermal Engineering, 24(4), 501~513, 2004
Influences of Thermostat on Engine Thermal System Transient Performance
Journal of Tsinghua Science and Technology, 44(5), 701~704, 2004
Numerical Simulation of Separated Flow via 2d Hybrid Grid Technique
Jianxi Luo, Yangjun Zhang, Baoning Zhang
Power Engineering, 23(1), 2240~2244, 2003
Numerical Investigation on Complex Flow Field under Vehicle
Jianxi Luo, Zhangsong Zhan, Yangjun Zhang
Automotive Engineering, 25(4), 330~334, 2003
Thermal Management System Design for Fuel Cell Engine Experiments
Jianxi Luo, Yangjun Zhang, Shangrong Tu
Vehicle Engine, 4, 32-34, 2003
Criterion of Three-Dimensional Flow Separation with Rotation Effects
Baoning Zhang, Yangjun Zhang, Qingguo Meng, Jianxi Luo
Journal of Tsinghua Science and Technology, 42(2), 254~257, 2002
More on the Publications page