Regret-optimal estimation and control

G Goel, B Hassibi - IEEE Transactions on Automatic Control, 2023 - ieeexplore.ieee.org
In this article, we consider estimation and control in linear dynamical systems from the
perspective of regret minimization. Unlike most prior work in this area, we focus on the …

Regret-Optimal Defense Against Stealthy Adversaries: A System Level Approach

H Tsukamoto, J Hajar, SJ Chung… - arxiv preprint arxiv …, 2024 - arxiv.org
Modern control designs in robotics, aerospace, and cyber-physical systems rely heavily on
real-world data obtained through system outputs. However, these outputs can be …

Measurement-feedback control with optimal data-dependent regret

G Goel, B Hassibi - arxiv preprint arxiv:2209.06425, 2022 - arxiv.org
Inspired by online learning, data-dependent regret has recently been proposed as a
criterion for controller design. In the regret-optimal control paradigm, causal controllers are …