# Data-Driven Structured Robust Control of Linear Systems

arXiv: https://arxiv.org/abs/2411.11542 · HTML: https://mlsanity.com/paper/2411.11542/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 18 Nov 2024.

## Built on by (most cited first, 1 of 1)

- [Direct Data Driven Control Using Noisy Measurements](https://mlsanity.com/paper/2505.06407/) (2025)

## Abstract (arXiv)

Static structured control refers to the task of designing a state-feedback controller such that the control gain satisfies a subspace constraint. Structured control has applications in control of communication-inhibited dynamical systems, such as systems in networked environments. This work performs H2-suboptimal regulation under a common structured state-feedback controller for a class of data-consistent plants. The certification of H2-performance is attained through a combination of standard H2 LMIs, convex sufficient conditions for structured control, and a matrix S-lemma for set-membership. The resulting convex optimization problems are linear matrix inequalities whose size scales independently of the number of data samples collected. Data-driven structured H2-regulation control is demonstrated on example systems.