System model for predicting short-term power load based on gradient boost algorithm
A technology of power load and forecast value, which is applied in the field of forecasting short-term power load based on the gradient boosting algorithm, and can solve problems such as waste, difficulty in maintaining and changing the power system power supply and power balance
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[0007] Step 1. Obtain the historical data of the area by measuring or obtaining historical data, including wind and climate data for more than one year: temperature, humidity, wind speed, and sunshine hours, legal festivals, and historical power loads, among which The time resolution point of historical data is 1 hour, figure 2 is a sample electric load curve.
[0008] Step 2. Data preparation: , Represents the input data used to predict short-term power load, including historical hourly temperature, humidity, wind speed, sunshine, current hour, whether it is a holiday or weekend, the average load of the previous 24 hours, and the average load of the previous week . Indicates the power load, that is, the actual value, Indicates the amount of data. Indicates the actual power load, that is, the actual value, Indicates the amount of data. Represents the loss function, which is used to analyze the effect of the predicted value, where for the predicted value. The ...
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