Including uncertainties in harmonic hosting capacity calculation of a fast EV charging station utilizing Bayesian statistics and harmonic correlation

被引:5
|
作者
Nakhodchi, Naser [1 ]
Bakhtiari, Hamed [1 ]
Bollen, Math H. J. [1 ]
Ronnberg, Sarah K. [1 ]
机构
[1] Lulea Univ Technol, Elect Power Engn, Forskargatan 1, S-93187 Skelleftea, Sweden
关键词
Electric vehicle charging; Harmonic analysis; Harmonic distortion; Hosting capacity; Power system harmonics; DISTORTION; VOLTAGE;
D O I
10.1016/j.epsr.2022.108933
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The harmonic emission from an electric vehicle fast charger depends on factors like charger topology, EV type, initial state of charge of EV battery, as well as supply voltage and background distortion. This paper presents the results from harmonic current measurement of a fast charger for a period of one month in Sweden that has charged a variety of EVs from different brands under different state of charge and background distortion. Besides the common harmonic emission pattern, a high level of variation in emission is observed that can affect the aggregation of the emission from multiple chargers. To include such uncertainties, the harmonic hosting capacity is obtained for a fast EV charging station in a stochastic way. A new method, based on Bayesian statistics and the correlation between harmonic magnitude and fundamental magnitude, is proposed for the generation of sto-chastic samples. It is shown that the proposed method, to a high extent, can model the stochastic behavior of harmonic emission from a fast charger. Furthermore, the results show that neglecting the correlation between harmonic magnitude and fundamental magnitude can underestimate the harmonic hosting capacity.
引用
收藏
页数:11
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