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2023 | OriginalPaper | Buchkapitel

Correlation Analysis and Forecast of Electric Vehicle Charging Stations Considering Seasonal Factors

verfasst von : Qianxu Yu, Jing Ren, Shanshan Wei

Erschienen in: Signal and Information Processing, Networking and Computers

Verlag: Springer Nature Singapore

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Abstract

With the widespread use of electric vehicles, charging stations have become the critical infrastructure to ensure the operation of EV. Reasonable optimization of EV charging stations during the planning stage could contribute to save customers’ time, reduce equipment loss and reduce grid load. The analysis results show that the customer arrival interval of the charging station approximately obeys the negative exponential distribution, and the charging service time approximately obeys the gamma distribution, and the variation curve of the distribution parameters with the ambient temperature is given. A queuing simulation model for charging stations was established. The Monte Carlo method was used to analyze the queuing length and time of charging stations in different seasons, which provided a reference for the construction and optimization of EV charging piles in the future.

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Literatur
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Zurück zum Zitat Zhou, X., Wang, X.: The strategy of electric vehicle charging piles planning based on the customer satisfactory function. Renew. Energy Resour. 35(6), 933–939 (2017). It should consider the worst situation in winter during the planning of charging station Zhou, X., Wang, X.: The strategy of electric vehicle charging piles planning based on the customer satisfactory function. Renew. Energy Resour. 35(6), 933–939 (2017). It should consider the worst situation in winter during the planning of charging station
2.
Zurück zum Zitat Zhang, D., Jiang, J., Zhang, W.: Optimal configuration of charging spots for electric taxis. Trans. china Electrotech. Soc. 30(18), 181–188 (2015) Zhang, D., Jiang, J., Zhang, W.: Optimal configuration of charging spots for electric taxis. Trans. china Electrotech. Soc. 30(18), 181–188 (2015)
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Zurück zum Zitat Li, X., Feng, B., Shang, Y.: Research on capacity of electric vehicle charging station in large industrial park based on queuing model. Appl. Sci. Technol. 46(06), 10–15 (2019) Li, X., Feng, B., Shang, Y.: Research on capacity of electric vehicle charging station in large industrial park based on queuing model. Appl. Sci. Technol. 46(06), 10–15 (2019)
5.
Zurück zum Zitat Li, J., Liu, L., Huang, Z.: Optimization design of charging piles for electric vehicles based on queuing model. Math. Pract. Theory 47(09), 212–218 (2017)MathSciNet Li, J., Liu, L., Huang, Z.: Optimization design of charging piles for electric vehicles based on queuing model. Math. Pract. Theory 47(09), 212–218 (2017)MathSciNet
Metadaten
Titel
Correlation Analysis and Forecast of Electric Vehicle Charging Stations Considering Seasonal Factors
verfasst von
Qianxu Yu
Jing Ren
Shanshan Wei
Copyright-Jahr
2023
Verlag
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-19-3387-5_113

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