EQUIVALENT MODELING OF DISTRIBUTED PHOTOVOLTAIC POWER STATIONS BASED ON LINE IMPEDANCE CLUSTERING

Zhang Yongxin, Li Fei, Zhang Liuchen, Wu Fan, Ma Mingyao, Zhang Xing

Acta Energiae Solaris Sinica ›› 2022, Vol. 43 ›› Issue (5) : 312-318.

PDF(2242 KB)
Welcome to visit Acta Energiae Solaris Sinica, Today is
PDF(2242 KB)
Acta Energiae Solaris Sinica ›› 2022, Vol. 43 ›› Issue (5) : 312-318. DOI: 10.19912/j.0254-0096.tynxb.2020-0911

EQUIVALENT MODELING OF DISTRIBUTED PHOTOVOLTAIC POWER STATIONS BASED ON LINE IMPEDANCE CLUSTERING

  • Zhang Yongxin, Li Fei, Zhang Liuchen, Wu Fan, Ma Mingyao, Zhang Xing
Author information +
History +

Abstract

In order to model a large-scale distributed photovoltaic power plant and analyze its operation characteristics, a clustering equivalent modeling method for distributed power plants is proposed in this paper. In this method, according to the distributed structure characteristics of the power plant, the equivalent line impedance of each photovoltaic power generation unit to the point of common coupling (PCC) is included as an extra index of the clustering. The clustering algorithm is then used to cluster each photovoltaic power generation unit into different classes and the multi-class photovoltaic units are aggregated to build a multi-machine equivalent circuits model. Canopy clustering algorithm was first used to pre-process the data before using the fuzzy C-means algorithm for clustering, so as to improve the disadvantage that the over-dependence on the initial clustering center may lead to the fuzzy C-means algorithm falling into local optimum. Finally, experiments based on RT-LAB real-time simulation platform are carried out to verify the rationality and accuracy of the proposed clustering equivalent model.

Key words

distributed power generation / PV power station / fuzzy clustering / equivalent circuits / simulation platform

Cite this article

Download Citations
Zhang Yongxin, Li Fei, Zhang Liuchen, Wu Fan, Ma Mingyao, Zhang Xing. EQUIVALENT MODELING OF DISTRIBUTED PHOTOVOLTAIC POWER STATIONS BASED ON LINE IMPEDANCE CLUSTERING[J]. Acta Energiae Solaris Sinica. 2022, 43(5): 312-318 https://doi.org/10.19912/j.0254-0096.tynxb.2020-0911

References

[1] HAN P P, LIN Z H, ZHANG J J, et al.Equivalent modeling of photovoltaic power plant based on factor analysis and correlation clustering[J]. IEEE access, 2019, 7: 56935-56946.
[2] WANG L, YUAN M Y, ZHANG F, et al.Risk assessment of distribution networks integrating large-scale distributed photovoltaics[J]. IEEE access, 2019, 7: 59653-59664.
[3] LI H, PANG S L, HUANG J D.Equivalent modeling and simulation of large photovoltaic station[J]. Applied mechanics and materials, 2014, 615: 27-30.
[4] 刘星杰, 郭栋. 光伏发电系统等效简化模型研究[J]. 太阳能学报, 2016, 37(3): 759-764.
LIU X J, GUO D.Study on simplified modeling method for PV system model[J]. Acta energiae solaris sinica, 2016, 37(3): 759-764.
[5] 王旭阳. 大规模光伏电站建模及外特性研究[D]. 北京: 北京交通大学, 2012.
WANG X Y.Modeling of large scale photovoltaic power station and research on its external characteristics[D]. Beijing: Beijing Jiaotong University, 2012.
[6] 严妍. 风光储联合发电系统动态等值模型研究[D]. 成都: 电子科技大学, 2014.
YAN Y.Research on dynamic equivalent model for wind-photovoltaic-storage hybrid power system[D]. Chengdu: University of Electronic Science and Technology of China, 2014.
[7] MA Z M, ZHENG J H, ZHU S Z, et al.Online clustering modeling of large-scale photovoltaic power plants[C]// IEEE Power & Energy Society General Meeting, Denver, CO, USA, 2015: 1-5.
[8] WU H B, ZHANG J J, LUO C, et al.Equivalent modeling of photovoltaic power station based on canopy-FCM clustering algorithm[J]. IEEE access, 2019, 7: 102911-102920.
[9] SUN X C, WAN Y.Forecasting method of photovoltaic output power based on k-Means/KPCA/PSO-BP[C]// 2018 2nd IEEE Conference on Energy Internet and Energy System Integration, Beijing, China, 2018: 1-6.
[10] 孔祥玉, 胡启安, 董旭柱, 等. 引入改进模糊C均值聚类的负荷数据辨识及修复方法[J]. 电力系统自动化, 2017, 41(9): 90-95.
KONG X Y, HU Q A, DONG X Z, et al.Load data identification and correction method with improved fuzzy C-means clustering algorithms[J]. Automation of electric power systems, 2017, 41(9): 90-95.
[11] HAGHDADI N, ASAEI B, GANDOMKAR Z.A clustering-based preprocessing on feeder power in presence of photovoltaic power plant[C]//2011 10th International Conference on Environment and Electrical Engineering, Rome, Italy, 2011: 1-4.
[12] KOUNO K, SOGABE T, ITOU K, et al.Study on reactive power control of large-scale photovoltaic system for voltage regulation with long distribution line[C]//2015 IEEE Eindhoven Power Tech, Eindhoven, Netherlands, 2015: 1-6.
[13] LI F, HUANG Y, WU F, et al.Research on clustering equivalent modeling of large-scale photovoltaic power plants[J]. Chinese journal of electrical engineering, 2018, 4(4): 80-85.
[14] LI F, WANG Y C, WU F, et al.Review of real-time simulation of power electronics[J]. Journal of modern power systems and clean energy, 2020, 8(4): 796-808.
PDF(2242 KB)

Accesses

Citation

Detail

Sections
Recommended

/