A Novel Large-Scale Electric Vehicle Charging Load Forecasting Method and Its Application on Regional Power Distribution Networks

Manjia Liu,Zilong Zhao,Muchao Xiang,Jinrui Tang,Chen Jin

2022 4th Asia Energy and Electrical Engineering Symposium (AEEES)（2022）

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摘要

The growing number of electric vehicles (EVs) will pose a potential threat to the existing residential microgrids and power distribution networks (PDNs). The larg-scale EV charging load will affect the operation of PDNs. In this paper, a daily load curve forecasting method for large-scale EV charging load is proposed by using K-means and long short-term memory neural network (LSTM) algorithms. To ...

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关键词

Uncertainty,Systematics,Simulation,Neural networks,Predictive models,Prediction algorithms,Electric vehicle charging

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