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A Cooperative Multi-Agent System for Wind Power Forecasting

Esteoule, Tanguy and Perles, Alexandre and Bernon, Carole and Gleizes, Marie-Pierre and Barthod, Morgane A Cooperative Multi-Agent System for Wind Power Forecasting. (2018) In: International Conference on Practical Applications of Agents and Multiagent Systems (PAAMS 2018), 20 June 2018 - 22 June 2018 (Toledo, Spain).

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Official URL: https://doi.org/10.1007/978-3-319-94580-4_12

Abstract

In the coming years, ensuring the electricity supply will be one of the most important world challenges. Renewable energies, in particular wind energy, are an alternative to non-sustainable resources thanks to their almost unlimited supply. However, the chaotic nature and the variability of the wind represent a significant barrier to a large-scale development of this energy. Consequently, providing accurate wind power forecasts is a crucial challenge. This paper presents AMAWind, a multi-agent system dedicated to wind power forecasting based on a cooperative approach. Each agent corresponds to a turbine at a given hour, it starts from an initial production forecast and acts in a cooperative way with its neighbors to find an equilibrium on conflicting values. An assessment of this approach was carried out on data coming from a real wind farm.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to Springer editor. This papers appears in Volume 10978 of Lecture Notes in Computer Science ISSN : 0302-9743 ISBN 978-3-319-94579-8 The original PDF is available at: https://link.springer.com/chapter/10.1007/978-3-319-94580-4_12
HAL Id:hal-02279380
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > Meteo*swift (FRANCE)
Laboratory name:
Funders:
ERDF (European Regional Development Fund) of the European Union (Europe) - Région Occtanie (France) - ANRT : French National Association for Research and Technology (France) - CNRM : French Weather Research Centre
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Deposited On:26 Jul 2019 12:34

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