Dr. Zhou Junhong received the B.Eng. degree from the Automation Department, Tsinghua University and the M.Eng. degree from the Department of Electrical and Computer Engineering, National University of Singapore (NUS), PhD degree from Mechanical and Aerospace Engineering, NTU. She joined the Singapore Institute of Manufacturing Technology in 1996. She has worked and led for many industrial projects in equipment health monitoring, intelligent condition-based maintenance and process parameters optimization. Her current research interests include autonomous and on-line fault diagnosis and failure prognosis, multimodal sensing and feature extraction, performance and serviceability optimization, artificial intelligence, and statistical analysis.