Guojin Si received a PhD degree in mechanical engineering (industrial engineering) from Shanghai Jiao Tong University. She is currently a Research Fellow at NTU, Singapore, having served as a Postdoctoral Fellow at Shanghai Jiao Tong University and a Visiting Scholar at the City University of Hong Kong. Her research focuses on the operations and management of geographically distributed systems, with interests in reliability engineering, intelligent maintenance scheduling, logistics, and routing optimization.

Guo Shi received a PhD degree in management science from the University of Strathclyde. She is currently a Research Associate at the University of Strathclyde. Her research focuses on risk analysis, data-driven decision-making, and asset management.

Ding Yi is currently a Research Fellow at NTU, Singapore. She received a BEng degree in automation from Sun Yat-sen University, and a PhD degree in industrial engineering from City University of Hong Kong. She was a Visiting Scholar at Georgia Institute of Technology. Her research interests include industrial knowledge extraction and management and AI-enabled industrial analysis.