Centralised and Distributed Optimization for Aggregated Flexibility Services Provision
Publiceringsår
2020
Upphovspersoner
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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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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Publikationstyp
Publikationsform
Artikel
Moderpublikationens typ
Tidning
Artikelstyp
En originalartikel
Målgrupp
VetenskapligKollegialt utvärderad
Kollegialt utvärderadUKM:s publikationstyp
A1 Originalartikel i en vetenskaplig tidskriftPublikationskanalens uppgifter
Journal
Volym
11
Nummer
4
Artikelnummer
8978550
Sidor
3257-3269
ISSN
Publikationsforum
Publikationsforumsnivå
3
Öppen tillgång
Öppen tillgänglighet i förläggarens tjänst
Ja
Öppen tillgång till publikationskanalen
Delvis öppen publikationskanal
Licens för förläggarens version
CC BY
Parallellsparad
Nej
Övriga uppgifter
Vetenskapsområden
Data- och informationsvetenskap; El-, automations- och telekommunikationsteknik, elektronik
Nyckelord
[object Object],[object Object],[object Object]
Språk
engelska
Internationell sampublikation
Ja
Sampublikation med ett företag
Ja
DOI
10.1109/TSG.2019.2962269
Publikationen ingår i undervisnings- och kulturministeriets datainsamling
Ja