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Coalitional Game Theory based Value Sharing in Energy Communities

Publiceringsår

2021

Upphovspersoner

Safdarian, Amir; Astero, Poria; Baranauskas, Marius; Keski-Koukkari, Antti; Kulmala, Anna

Abstrakt

<p>This paper presents a coalitional game for value sharing in energy communities (ECs). It is proved that the game is super-additive, and the grand coalition effectively increases the global payoff. It is also proved that the model is balanced and thus, it has a nonempty core. This means there always exists at least one value sharing mechanism that makes the grand coalition stable. Therefore, prosumers will always achieve lower bills if they join to form larger ECs. A counterexample is presented to demonstrate that the game is not convex and value sharing based on Shapley values does not necessarily ensure the stability of the coalition. To find a stabilizing value sharing mechanism that belongs to the core of the game, the worst-case excess minimization concept is applied. In this concept, however, size of the optimization problem increases exponentially with respect to the number of members in EC. To make the problem computationally tractable, the idea of clustering members based on their generation/load profiles and considering the same profile and share for members in the same cluster is proposed here. K-means algorithm is used for clustering prosumers&amp;#x2019; profiles. This way, the problem would have several redundant constraints that can be removed. The redundant constraints are identified and removed via the generalized Llewellyn&amp;#x2019;s rules. Finally, value sharing in an apartment building in the southern part of Finland in the metropolitan area is studied to demonstrate effectiveness of the method.</p>
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Organisationer och upphovspersoner

Teknologiska forskningscentralen VTT Ab

Safdarian Amir

Kulmala Anna

Keski-Koukkari Antti Orcid -palvelun logo

Baranauskas Marius

Astero Poria Orcid -palvelun logo

Publikationstyp

Publikationsform

Artikel

Moderpublikationens typ

Tidning

Artikelstyp

En originalartikel

Målgrupp

Vetenskaplig

Kollegialt utvärderad

Kollegialt utvärderad

UKM:s publikationstyp

A1 Originalartikel i en vetenskaplig tidskrift

Publikationskanalens uppgifter

Journal/Serie

IEEE Access

Volym

9

Artikelnummer

9435374

Sidor

78266-78275

Publikationsforum

78297

Publikationsforumsnivå

2

Öppen tillgång

Öppen tillgänglighet i förläggarens tjänst

Ja

Öppen tillgång till publikationskanalen

Helt öppen publikationskanal

Licens för förläggarens version

CC BY

Parallellsparad

Nej

Övriga uppgifter

Vetenskapsområden

Data- och informationsvetenskap; El-, automations- och telekommunikationsteknik, elektronik

Nyckelord

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Språk

engelska

Internationell sampublikation

Nej

Sampublikation med ett företag

Nej

DOI

10.1109/ACCESS.2021.3081871

Publikationen ingår i undervisnings- och kulturministeriets datainsamling

Ja