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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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 |
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