no code implementations • 20 Dec 2022 • Guanru Pan, Ruchuan Ou, Timm Faulwasser
Data-driven predictive control based on the fundamental lemma by Willems et al. is frequently considered for deterministic LTI systems subject to measurement noise.
no code implementations • 15 Dec 2022 • Guanru Pan, Ruchuan Ou, Timm Faulwasser
The stochastic variant of the lemma is applicable to a large class of linear dynamics subject to stochastic disturbances of Gaussian and non-Gaussian nature.
no code implementations • 30 Nov 2022 • Guanru Pan, Ruchuan Ou, Timm Faulwasser
Building on a stochastic variant of the fundamental lemma, this paper presents a data-driven output-feedback predictive control scheme for stochastic Linear Time-Invariant (LTI) systems.
no code implementations • 26 Nov 2021 • Guanru Pan, Ruchuan Ou, Timm Faulwasser
Data-driven control based on the fundamental lemma by Willems et al. is frequently considered for deterministic LTI systems subject to measurement noise.
no code implementations • 2 Jun 2020 • Alexander Engelmann, Yuning Jiang, Henrieke Benner, Ruchuan Ou, Boris Houska, Timm Faulwasser
This paper introduces an open-source software for distributed and decentralized non-convex optimization named ALADIN-$\alpha$.