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Improving Wind Power Forecasting through Cooperation: A Case-Study on Operating Farms

Esteoule, Tanguy and Bernon, Carole and Gleizes, Marie-Pierre and Barthod, Morgane Improving Wind Power Forecasting through Cooperation: A Case-Study on Operating Farms. (2019) In: 8th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2019), 13 May 2019 - 17 May 2019 (Montréal, Canada).

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Official URL: https://dl.acm.org/doi/abs/10.5555/3306127.3331970#sec-terms

Abstract

Concerns about climate change have never been so strong at the global level. One of the major challenges of the energy transition is dealing with the variability of renewable energies. Providing accurate production forecasts has become an important issue for the future, notably for wind energy. This paper proposes a method for wind power forecasting that focuses on interactions between neigh- boring wind turbines. The model is a multi-agent system based on a cooperative approach to improve an initial forecast. This work was carried out jointly with meteo*swift, a company specialized in wind power forecasting. The model was evaluated under real conditions on fi ve wind farms currently operated by power producers. An improvement in forecast accuracy was observed compared to the model initially used by the company.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to ACM. The definitive version is available at https://dl.acm.org/doi/abs/10.5555/3306127.3331970. This papers appears in the Proceedings of the 18th International Conference on Autonomous Agents and MultiAgent Systems ISBN: 978-1-4503-6309-9
HAL Id:hal-02494146
Audience (conference):National 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:
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Deposited On:13 Feb 2020 14:18

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