arXiv AI By Shirantha Welikala, Zihao Song, Hai Lin, Panos J. Antsaklis

Model-Based and Data-Driven Hierarchical Control and Topology Co-Design for Robust Networked Systems

Read the original on arXiv AI →

arXiv:2606. 11596v1 Announce Type: cross Abstract: In this paper, we consider a class of networked systems comprising an interconnected set of linear subsystems, disturbance inputs, and performance outputs.

Summary generated by The Flow from the publisher's feed. The full article lives at arXiv AI.

arXiv AI
Jul 2

GPU-Parallel Linearization Error Bounds for Real-Time Robust Optimal Control of Nonlinear and Neural Network Dynamics

arXiv:2607. 01203v1 Announce Type: cross Abstract: This paper studies real-time robust optimal control for uncertain nonlinear systems, where linear time-varying (LTV) approximations make planning tractable but require sound linearization error bounds (LEBs) to guarantee robust constraint satisfaction.

By Jeffrey Fang, Keyi Shen, Anutam Srinivasan, Glen Chou