Search Results for author: Ruchuan Ou

Found 5 papers, 0 papers with code

Towards data-driven stochastic predictive control

no code implementations20 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.

LEMMA

Data-driven Stochastic Output-Feedback Predictive Control: Recursive Feasibility through Interpolated Initial Conditions

no code implementations15 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.

LEMMA

On Data-Driven Stochastic Output-Feedback Predictive Control

no code implementations30 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.

LEMMA

On a Stochastic Fundamental Lemma and Its Use for Data-Driven Optimal Control

no code implementations26 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.

LEMMA

ALADIN-$α$ -- An open-source MATLAB toolbox for distributed non-convex optimization

no code implementations2 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-$\alpha$.

Distributed Optimization

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