54 citations · 157 across the 13 of their papers we have counts for
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eess.SY2021★ 11 cited
Safe Adaptive Learning-based Control for Constrained Linear Quadratic Regulators with Regret Guarantees
Yingying Li, Subhro Das, Jeff Shamma +1
We study the adaptive control of an unknown linear system with a quadratic cost function subject to safety constraints on both the states and actions. The challenges of this proble…
math.OC2021★ 2 cited
On the Regret Analysis of Online LQR Control with Predictions
Runyu Zhang, Yingying Li, Na Li
In this paper, we study the dynamic regret of online linear quadratic regulator (LQR) control with time-varying cost functions and disturbances. We consider the case where a finite…