Street lamp life prediction method based on wavelet packet-GRU neural network
A neural network, -GRU technology, applied in the field of street lamp life prediction, can solve problems such as affecting the driver's line of sight, hidden dangers, and affecting the appearance of the city.
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[0051] The technical solution of the present invention will be further described in detail below in conjunction with the accompanying drawings.
[0052] Such as Figure 1-3 As shown, a street lamp life prediction method based on wavelet packet-GRU neural network includes the following steps:
[0053] Step 1: Obtain the parameters such as street lamp voltage, current, brightness and the life of the street lamp, calculate the Pearson correlation coefficient between different parameters and the life of the street lamp, and select the parameters with high correlation as the input data; in the first step, through the following formula Calculate the Pearson correlation coefficient Relation between the parameter data series of parameter a and the data series of life h a :
[0054]
[0055] Where n represents the total length of the street lamp life data sequence, D at and D ht Represents the value of parameter a and street lamp life h in the tth time period, is the average o...
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