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ECOOP: Applying Dynamic Coalition Formation to the Power Regulation Problem in Smart Grids
Malmö högskola, Faculty of Technology and Society (TS). Malmö högskola, Internet of Things and People (IOTAP).
Centre for Intelligent Information Technologies, Rey Juan Carlos University, Madrid, Spain.
German Research Center for Artificial Intelligence (DFKI), Saarbruecken, Germany.
2017 (English)In: Computational intelligence, ISSN 0824-7935, E-ISSN 1467-8640, Vol. 33, no 3, p. 401-427Article in journal (Refereed)
Abstract [en]

In this work, we focus on one particular area of the smart grid, namely, the challenges faced by distribution network operators in securing the balance between supply and demand in the intraday market, as a growing number of load-controllable devices and small-scale, intermittent generators coming from renewables are expected to pervade the system. We introduce a multiagent design to facilitate coordinating the various actors in the grid. The underpinning of our approach consists of an online cooperation scheme, ECOOP, where agents learn a prediction model regarding potential coalition partners and so can respond in an agile manner to situations that are occurring in the grid, by means of negotiating and formulating speculative solutions, with respect to the estimated behavior of the system. We provide a computational characterization for our solution in terms of complexity, as well as an empirical analysis against real consumption data sets, based on the macro-model of the Australian energy market, showing a performance improvement of about 17%.

Place, publisher, year, edition, pages
John Wiley & Sons, 2017. Vol. 33, no 3, p. 401-427
Keywords [en]
multiagent systems, smart electricity grids, power regulation, dynamic coalition formation
National Category
Engineering and Technology
Identifiers
URN: urn:nbn:se:mau:diva-2390DOI: 10.1111/coin.12093ISI: 000407442200003Scopus ID: 2-s2.0-84973569750Local ID: 25052OAI: oai:DiVA.org:mau-2390DiVA, id: diva2:1399143
Available from: 2020-02-27 Created: 2020-02-27 Last updated: 2024-06-17Bibliographically approved

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Mihailescu, Radu-Casian

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