Research Interests:
- Development of data-driven, probabilistic optimization algorithms
- Big data analytics using sparse and local
- Gaussian Process regression
- Cooperative control of multi-agent systems
- Design, monitoring and control of renewable energy systems (e.g., wind farms)
- Health monitoring and condition based maintenance for large-scale infrastructures
- Monitoring and control of smart manufacturing systems
Interests
- Machine learning/Data mining
- Decision-making under uncertainty
- Predictive maintenance using sensor monitoring data
- Embedded computing for wireless sensor networks and controls
Education
Ph.D. in Civil and Environmental Engineering, 2016
Stanford University
M.S. in Electrical Engineering, 2011
Stanford University
M.S. in Civil, Architectural, and Environmental Engineering, 2011
The University of Texas at Austin
B.S. in Architectural Engineering, 2009
Seoul National University