Cooperative virtual power plant formation using scoring rules
Robu, Valentin, Kota, Ramachandra, Chalkiadakis , Georgios, Rogers , Alex and Jennings , Nicholas (2012) Cooperative virtual power plant formation using scoring rules. In, AAAI-12: Twenty-Sixth Conference on Artificial Intelligence 22 - 26 Jul 2012. , 370-376.
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Virtual Power Plants (VPPs) are fast emerging as a suitable means of integrating small and distributed energy resources (DERs), like wind and solar, into the electricity supply network (Grid). VPPs are formed via the aggregation of a large number of such DERs, so that they exhibit the characteristics of a traditional generator in terms of predictability and robustness. In this work, we promote the formation of such "cooperative" VPPs (CVPPs) using multi-agent technology. In particular, we design a payment mechanism that encourages DERs to join CVPPs with large overall production. Our method is based on strictly proper scoring rules and incentivises the provision of accurate predictions from the CVPPs---and in turn, the member DERs---which aids in the planning of the supply schedule at the Grid. We empirically evaluate our approach using the real-world setting of 16 commercial wind farms in the UK. We show that our mechanism incentivises real DERs to form CVPPs, and outperforms the current state of the art payment mechanism developed for this problem.
|Item Type:||Conference or Workshop Item (Paper)|
|Divisions:||Faculty of Physical and Applied Science > Electronics and Computer Science > Agents, Interactions & Complexity
|Date Deposited:||17 Apr 2012 13:41|
|Last Modified:||27 Aug 2012 16:29|
|Contributors:||Robu, Valentin (Author)
Kota, Ramachandra (Author)
Chalkiadakis , Georgios (Author)
Rogers , Alex (Author)
Jennings , Nicholas (Author)
|Further Information:||Google Scholar|
|RDF:||RDF+N-Triples, RDF+N3, RDF+XML, Browse.|
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