Load Forecasting Mechanism of Electric Vehicle Based on FWA-BP

The rapid development of electric vehicles and the popularization of related engineering applications require us to accurately predict the load of large-scale electric vehicles. In view of the current development status of electric vehicles, this paper first analyses the data basis and method select...

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Bibliographic Details
Published in:Journal of physics. Conference series 2021-08, Vol.2005 (1), p.12187
Main Authors: Wang, Mingcai, Yang, Ye, Peng, Xiaofeng, Li, Peijun, Li, Shuaihua, Han, Yingzhu, Liu, Dunnan, Guo, Weijia
Format: Article
Language:English
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Summary:The rapid development of electric vehicles and the popularization of related engineering applications require us to accurately predict the load of large-scale electric vehicles. In view of the current development status of electric vehicles, this paper first analyses the data basis and method selection of electric vehicle load forecasting. Then, a load forecasting method for large-scale electric vehicles based on FWA-BP is proposed, which fully considers the fluctuation characteristics of electric vehicles. Finally, the method proposed in this paper is verified by a simulation case, and the prediction results prove the effectiveness of the proposed method.
ISSN:1742-6588
1742-6596
DOI:10.1088/1742-6596/2005/1/012187