A direct prediction method for wind power ramp events considering the class imbalanced problem

A direct prediction method for wind power ramp events considering the class imbalanced problem

Abstract Predicting wind power ramp events directly based on the historical ramp event time series has drawn increasing attention recently. But the class imbalance problem of the ramp event time series significantly affects the prediction accuracy of ramp events. In the present study, a layer oversa...

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Bibliographic Details
Main Authors: Guorui Ren, Jie Wan, Yanjia Wang, Kun Yao, Junfeng Fu, Jilai Yu
Format: Article
Language:English
Published: Wiley 2023-05-01
Series:Energy Science & Engineering
Subjects:
class imbalance
direct prediction
layer oversampling
ramp event
relation characteristics
wind power amplitudes
Online Access:https://doi.org/10.1002/ese3.1415

Internet

https://doi.org/10.1002/ese3.1415

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