Projects

• Data-driven controls and monitoring 

Indirect and direct data-driven control; process modeling and health monitoring based on data analytics and machine learning (Sponsor: NSERC)

• Data analytics and learning based industrial diagnostics

Application of multivariate data analysis for process anomaly detection and fault diagnosis; design of learning based anomaly detection and diagnostics, including transfer learning and reinforcement learning techniques (Sponsors: NSERC, Alberta Innovates, Industry)

• Fault Detection in Distributed Systems

Distributed state estimation and its application in fault detection; distributed fault detection for networks and networked systems (Sponsors: NSERC, Industry)

• Fault detection and fault tolerant control in power converters

Fault detection and localization of switch open circuit faults for Modular Multilevel Converters (MMCs); fault tolerant control in MMCs (Sponsors: NSERC, Alberta Power Industry Consortium)

• Autonomous systems control and estimation

Control and estimation of unmanned aerial vehicles; vision based joint detection and pose estimation (Sponsors: NSERC, Alberta Major Innovation Fund)