Wind power intelligent monitoring and early warning system

The invention discloses a wind power intelligent monitoring and early warning system which comprises an intelligent sensing terminal, a big data analysis and processing module, a power prediction module, a data correction module, an intelligent monitoring module, a network-related scheduling module,...

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Hauptverfasser: XU CHAOQUN, ZHENG YUN, PAN XILIANG, YANG PEIHAO, ZHAO QINGLIN, LIANG XIAOBIN, SHI DUNYI, DU WURONG, LI JINGHUA, HUANG XUEHUI, GUO HAO, WANG DONG, DAI HAIPENG, ZENG CHUIDONG, XUE XIAOFENG, WANG BINGJIAO
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention discloses a wind power intelligent monitoring and early warning system which comprises an intelligent sensing terminal, a big data analysis and processing module, a power prediction module, a data correction module, an intelligent monitoring module, a network-related scheduling module, an intelligent storage module, a safety protection module, an intelligent equipment maintenance module, a fault statistical analysis module and a fault prediction module. And the functions of real-time meteorological information acquisition of the wind power equipment, ultra-short-term prediction of the wind power, real-time monitoring of the wind power equipment, fault early warning and the like are realized. The power prediction module adopts a BP neural network model based on L-M optimization, and through the processes of data preprocessing, network initialization, training sample selection, forward and back propagation, improved L-M algorithm optimization, training optimization, wind power prediction and the l