Renewable energy power generation power prediction system and method for advanced marking

The invention provides a renewable energy power generation power prediction system and method for marking in advance, and the method comprises the steps: building a renewable energy power generation power prediction framework through a marking result obtained through an early generation power mode m...

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Hauptverfasser: HAN QIQI, SUN YIPIN, CHEN YONGBAO, CHEN HUOBAO, PAN KEZHEN, LI JIAHUI, YE JUN, CAI JINLING, LI HAOXUAN, HAN YUQIAO
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention provides a renewable energy power generation power prediction system and method for marking in advance, and the method comprises the steps: building a renewable energy power generation power prediction framework through a marking result obtained through an early generation power mode marking algorithm; the system comprises a data collection module, a data preprocessing module, an advance mode marking algorithm module, a feature engineering module and a hybrid multi-step prediction module, and the hybrid multi-step prediction is completed by combining the advance mode marking algorithm with the feature engineering through a proper feature and model training method. A mode marking model is generated, mode marking features are performed in advance, and a new input feature variable-mode tag is provided for a future prediction period, so that more useful information can be mined from historical data, a mixed multi-step prediction method is adopted, the prediction accuracy and stability are improved,