نتایج جستجو برای: wind speed forecasting

تعداد نتایج: 315014  

2015
Xiaomin Xu Dongxiao Niu Ming Fu Huicong Xia Han Wu Guido Carpinelli

The uncertainty and regularity of wind power generation are caused by wind resources’ intermittent and randomness. Such volatility brings severe challenges to the wind power grid. The requirements for ultrashort-term and short-term wind power forecasting with high prediction accuracy of the model used, have great significance for reducing the phenomenon of abandoned wind power , optimizing the ...

Journal: :International Journal of Advanced Research in Computer Science and Software Engineering 2017

Journal: :DEStech Transactions on Engineering and Technology Research 2017

Journal: :Applied sciences 2022

The predictability of wind energy is crucial due to the uncertain and intermittent features energy. This study proposes speed forecasting models, which employ time series clustering approaches deep learning methods. (LSTM) model utilizes preprocessed data as input returns features. Dirichlet mixture dynamic time-warping method cluster time-series then in forecasting. Particularly, warping Next,...

Journal: :TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES 2018

2008
Colin Rickert

A single layer feed forward neural network algorithm using back propagation, gradient descent and weight decay is proposed for the purpose of wind speed forecasting using only the observed hourly wind speeds, directions, temperatures and pressures observed at at a single site. The site data used for this experiment was 10 years worth of hourly ASOS data from the Bismarck North Dakota Regional A...

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