3 papers
eess.SY2026
Data-Driven Probabilistic Finite -Gain Stabilization of Stochastic Linear Systems
Yitao Yan, Shuangyu Han, Jie Bao +1
In process operations, it is desirable to manage the sensitivity of the system output against external disturbance in the form of finite -gain stabilization. This ma…
eess.SY2026
Behavioral Systems Theory Meets Machine Learning: Control-Aware Learning of the Intrinsic Behavior from Big Data
Yitao Yan, Yu Tong, Jie Bao +1
The abundance of process operating data in modern industries, along with the rapid advancement of learning techniques, has led to a paradigm shift towards data-centric analysis and…
eess.SY2025
The Intrinsic State Variable in Fundamental Lemma and Its Use in Stability Design for Data-based Control
Yitao Yan, Jie Bao, Biao Huang
In the data-based setting, analysis and control design of dynamical systems using measured data are typically based on overlapping trajectory segments of the input and output varia…