NET LOAD PREDICTION METHOD AND APPARATUS FOR NEW ENERGY ELECTRIC POWER MARKET

Provided in the present invention are a net load prediction method and apparatus for a new energy electric power market. The method comprises: acquiring new energy output data and a plurality of pieces of external environment data, performing data preprocessing on the new energy output data and the...

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Hauptverfasser: REN, Ying, WANG, Binren, GUO, Feng, XIE, Huili, WANG, Zhouhong, ZHENG, Yuande, YU, Jie, SI, Jiandong, YU, Zhijian, TU, Yuxi, WANG, Lintong, ZHENG, Zihuai, HONG, Lei, LUO, Yefeng, QIU, Yuyin, ZHANG, Dongbo, ZHOU, Jiahao
Format: Patent
Sprache:chi ; eng ; fre
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Zusammenfassung:Provided in the present invention are a net load prediction method and apparatus for a new energy electric power market. The method comprises: acquiring new energy output data and a plurality of pieces of external environment data, performing data preprocessing on the new energy output data and the plurality of pieces of external environment data, and extracting strong correlation features from the new energy output data and the plurality of pieces of external environment data which have been subjected to data preprocessing; performing feature augmentation on the strong correlation features, and inputting, into a pre-constructed regression prediction model, the strong correlation features which have been subjected to feature augmentation, so as to obtain a first predicted value; acquiring user load data and a plurality of pieces of load influence factor data, performing data preprocessing on the user load data and the plurality of pieces of load influence factor data, and inputting, into an FNN-LSTM hybrid mo