Dynamic assessment method and device for operation state of wind power plant unit and electronic equipment
A technology for operating status and dynamic assessment, which is applied in the fields of instrumentation, data processing applications, forecasting, etc., and can solve problems such as real-time dynamic assessment of the operating status of wind farm units.
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Embodiment 1
[0053] figure 1 It shows the implementation flow of the dynamic evaluation method for the operating state of the wind farm unit provided in the first embodiment of the present invention. The dynamic evaluation method for the operating state of the wind farm unit provided in the first embodiment can be used in various electronic devices such as computers and servers. For ease of description, only the parts related to the embodiments of the present invention are shown, and the details are as follows:
[0054] Step S110, preprocessing the operating data of the wind farm unit to obtain a data matrix.
[0055] The embodiments of the present invention are applicable to electronic devices such as computers and servers, and processors are installed in these electronic devices to dynamically evaluate the operating status of wind farm units.
[0056] Operational data refers to various data generated during the operation of wind farm units, such as temperature, power, pressure and other...
Embodiment 2
[0098] image 3 It shows the block diagram of the dynamic evaluation device of the wind farm operating state provided by the second embodiment of the present invention. For the convenience of description, only the parts related to the embodiment of the present invention are shown, including:
[0099] A preprocessing module 110, configured to preprocess the operating data of the wind farm unit to obtain a data matrix;
[0100] Dynamic augmentation matrix calculation module 120, for constructing the dynamic augmentation matrix of described data matrix according to target time lag length;
[0101] Covariance matrix calculation module 130, for calculating the covariance matrix of described dynamic augmentation matrix by principal component analysis method;
[0102] The principal component contribution rate calculation module 140 is used to calculate the principal component contribution rate according to the eigenvalue and eigenvector of the covariance matrix, and select the princ...
Embodiment 3
[0106] Embodiment 3 is an embodiment of the principal component analysis results of the dynamic evaluation method for the operating state of wind farm units provided by the present invention.
[0107] (1) Selection of principal components
[0108] Calculate the contribution rate of the principal components, such as Figure 4 As shown, the cumulative contribution rate of the first five principal components reaches about 85%, which contains enough information, so the number of principal components is selected as five.
[0109] (2) Analysis of principal component score scatter plot and covariance matrix eigenvalue bar chart
[0110] In the analysis stage, the division of the working conditions of the data is completed, and the working conditions are divided into three types, and the scores of the first principal component and the third principal component of the three working conditions are drawn respectively, as shown in Figure 5(a) , 5(b) , 5(c) shown. It can be clearly se...
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