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Centralised and Distributed Optimization for Aggregated Flexibility Services Provision

Year of publication

2020

Authors

Olivella-Rosell, Pol; Rullan, Francesc; Lloret-Gallego, Pau; Prieto-Araujo, Eduardo; Ferrer-San-José, Ricard; Barja-Martinez, Sara; Bjarghov, Sigurd; Lakshmanan, Venkatachalam; Hentunen, Ari; Forsström, Juha; Øttesen, Stig Odegaard; Villafafila-Robles, Roberto; Sumper, Andreas
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Abstract

The recent deployment of distributed battery units in prosumer premises offer new opportunities for providing aggregated flexibility services to both distribution system operators and balance responsible parties. The optimization problem presented in this paper is formulated with an objective of cost minimization which includes energy and battery degradation cost to provide flexibility services. A decomposed solution approach with the alternating direction method of multipliers (ADMM) is used instead of commonly adopted centralised optimization to reduce the computational burden and time, and then reduce scalability limitations. In this work we apply a modified version of ADMM that includes two new features with respect to the original algorithm: first, the primal variables are updated concurrently, which reduces significantly the computational cost when we have a large number of involved prosumers; second, it includes a regularization term named Proximal Jacobian (PJ) that ensures the stability of the solution. A case study is presented for optimal battery operation of 100 prosumer sites with real-life data. The proposed method finds a solution which is equivalent to the centralised optimization problem and is computed between 5 and 12 times faster. Thus, aggregators or large-scale energy communities can use this scalable algorithm to provide flexibility services.
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Organizations and authors

VTT Technical Research Centre of Finland Ltd

Hentunen Ari Orcid -palvelun logo

Forsström Juha

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Volume

11

Issue

4

Article number

8978550

Pages

3257-3269

​Publication forum

57578

​Publication forum level

3

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Partially open publication channel

License of the publisher’s version

CC BY

Self-archived

No

Other information

Fields of science

Computer and information sciences; Electronic, automation and communications engineering, electronics

Keywords

[object Object],[object Object],[object Object]

Language

English

International co-publication

Yes

Co-publication with a company

Yes

DOI

10.1109/TSG.2019.2962269

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes