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Hierarchical distributed ADMM for predictive control with applications in power networks

Title data

Braun, Philipp ; Faulwasser, Timm ; Grüne, Lars ; Kellett, Christopher M. ; Weller, Steven R. ; Worthmann, Karl:
Hierarchical distributed ADMM for predictive control with applications in power networks.
In: IFAC Journal of Systems and Control. Vol. 3 (2018) . - pp. 10-22.
ISSN 2468-6018
DOI: https://doi.org/10.1016/j.ifacsc.2018.01.001

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Project information

Project title:
Project's official titleProject's id
DFG-Projekt "Analyse der Regelgüte für verteilte und multikriterielle Modellprädiktive Regelung"GR 1569/13-1
DFG-GrantWO 2056/1
Elite-Program for PostDocsNo information

Project financing: Deutsche Forschungsgemeinschaft
Baden-Württemberg-Stiftung

Abstract in another language

We present a variant of the alternating direction method of multipliers (ADMM) that can be implemented in a hierarchical distributed fashion for large-scale systems where the coupling between subsystems occurs in a structured way in the cost function. We show that this ADMM algorithm can be embedded in a model predictive control (MPC) implementation and subsequently apply this to three battery scheduling problems in the context of residential microgrid electricity networks.

Further data

Item Type: Article in a journal
Refereed: Yes
Keywords: Large-scale systems; Alternating direction method of multipliers (ADMM); Model predictive control (MPC); Optimal scheduling; Smart grid
Institutions of the University: Faculties
Faculties > Faculty of Mathematics, Physics und Computer Science
Faculties > Faculty of Mathematics, Physics und Computer Science > Department of Mathematics
Faculties > Faculty of Mathematics, Physics und Computer Science > Department of Mathematics > Chair Mathematics V (Applied Mathematics) > Chair Mathematics V (Applied Mathematics) - Univ.-Prof. Dr. Lars Grüne)
Faculties > Faculty of Mathematics, Physics und Computer Science > Department of Mathematics > Professorship Applied Mathematics (Applied Mathematics)
Profile Fields
Profile Fields > Advanced Fields
Profile Fields > Advanced Fields > Nonlinear Dynamics
Faculties > Faculty of Mathematics, Physics und Computer Science > Department of Mathematics > Chair Mathematics V (Applied Mathematics)
Research Institutions > Research Centres > Forschungszentrum für Modellbildung und Simulation (MODUS)
Research Institutions
Research Institutions > Research Centres
Result of work at the UBT: Yes
DDC Subjects: 500 Science > 510 Mathematics
Date Deposited: 09 Jan 2018 07:51
Last Modified: 10 Jan 2018 06:41
URI: https://eref.uni-bayreuth.de/id/eprint/41567

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