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• W2894592274 abstract "Wind speed forecasting is particularly important for wind farms due to cost-related issues, dispatch planning, and energy markets operations. This paper presents a multi-target learning method, in order to model historical wind speed data and yield accurate forecasts of the wind speed on the day-ahead (24 h) horizon. The proposed method is based on the analysis of historical data, which are represented at multiple scales in both space and time. Handling multi-scale data allows us to leverage the knowledge hidden in both the spatial and temporal variability of the shared information, in order to identify spatio-temporal aided patterns that contribute to yield accurate wind speed forecasts. The viability of the presented method is evaluated by considering benchmark data. Specifically, the empirical study shows that learning multi-scale historical data allows us to determine accurate wind speed forecasts." @default.
• W2894592274 created "2018-10-12" @default.
• W2894592274 creator A5035789137 @default.
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• W2894592274 date "2018-01-01" @default.
• W2894592274 modified "2023-09-25" @default.
• W2894592274 title "Handling Multi-scale Data via Multi-target Learning for Wind Speed Forecasting" @default.
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• W2894592274 doi "https://doi.org/10.1007/978-3-030-01851-1_34" @default.
• W2894592274 hasPublicationYear "2018" @default.
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