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Feasibility vs. Optimality in Distributed AC OPF: A Case Study Considering ADMM and ALADIN

descriptionPublicationkeyboard_double_arrow_right Part of book or chapter of book , Article , Preprint , Other literature type 04 Dec 2019Embargo end date: 01 Jan 2019 Germany Publisher:Springer International PublishingFunded by:EC | SmILES
Authors: Engelmann, Alexander; Faulwasser, Timm;

doi: 10.1007/978-3-030-32157-4_1 , 10.48550/arxiv.1904.00868

arXiv: http://arxiv.org/abs/1904.00868 , 1904.00868

Feasibility vs. Optimality in Distributed AC OPF: A Case Study Considering ADMM and ALADIN

Abstract

This paper investigates the role of feasible initial guesses and large consensus-violation penalization in distributed optimization for Optimal Power Flow (OPF) problems. Specifically, we discuss the behavior of the Alternating Direction of Multipliers Method (ADMM). We show that in case of large consensus-violation penalization ADMM might exhibit slow progress. We support this observation by an analysis of the algorithmic properties of ADMM. Furthermore, we illustrate our findings considering the IEEE 57 bus system and we draw upon a comparison of ADMM and the Augmented Lagrangian Alternating Direction Inexact Newton (ALADIN) method.

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Germany
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Keywords

ddc:004, DATA processing & computer science, FOS: Electrical engineering, electronic engineering, information engineering, Systems and Control (eess.SY), Electrical Engineering and Systems Science - Systems and Control, info:eu-repo/classification/ddc/004, 004

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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