Keyan Miao

Research

Research directions

Control Learning Dynamical systems
Learning With Constraints/Guarantees visual 01

Learning With Constraints/Guarantees

Building constraints, structure, and formal guarantees directly into learning.

 Control-Informed Machine Learning visual 02

Control-Informed Machine Learning

Using control perspectives to understand and improve learning models, training, and optimization.

 Learning-Based Control visual 03

Learning-Based Control

Integrating learning with modeling, estimation, prediction, and control of dynamical systems.