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.
Bayreuth
,
2016
. - 10 S.
Project information
Project title: |
Project's official title Project's id DFG-Projekt "Analyse der Regelgüte für verteilte und multikriterielle Modellprädiktive Regelung" GR 1569/13-1 DFG-Grant WO 2056/1 Elite-Program for PostDocs No information |
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Project financing: |
Deutsche Forschungsgemeinschaft Baden-Württemberg-Stiftung |
Abstract
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: | Preprint, postprint |
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Additional notes (visible to public): | erschienen in:
IFAC Journal of Systems and Control. Bd. 3 (2018) . - S. 10-22. DOI: https://doi.org/10.1016/j.ifacsc.2018.01.001 |
Keywords: | Large-scale systems; Alternating direction method of multipliers (ADMM); Model predictive control (MPC); Optimal scheduling; Smart grid |
DDC Subjects: | 500 Science > 510 Mathematics |
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 > Chair 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) |
Language: | English |
Originates at UBT: | Yes |
URN: | urn:nbn:de:bvb:703-epub-3043-6 |
Date Deposited: | 22 Nov 2016 06:28 |
Last Modified: | 28 May 2021 07:08 |
URI: | https://epub.uni-bayreuth.de/id/eprint/3043 |