LAPSE:2023.31088
Published Article
LAPSE:2023.31088
Equivalent Modeling of LVRT Characteristics for Centralized DFIG Wind Farms Based on PSO and DBSCAN
Ning Zhou, Huan Ma, Junchao Chen, Qiao Fang, Zhe Jiang, Changgang Li
April 18, 2023
As large-scale wind turbines are connected to the grid, modeling studies of wind farms are essential to the power system dynamic research. Due to the large number of wind turbines in the wind farm, detailed modeling of each wind turbine leads to high model complexity and low simulation efficiency. An equivalent modeling method for the wind farm is needed to reduce the complexity. For wind farms with widely used doubly-fed induction generators (DFIGs), the existing equivalent studies mainly focus on such continuous control parts as electrical control. These methods are unsuitable for the low voltage ride through (LVRT) part which is discontinuous due to switching control. Based on particle swarm optimization (PSO) and density-based spatial clustering of applications (DBSCAN), this paper proposes an equivalent method for LVRT characteristics of wind farms. Firstly, the multi-turbine equivalent model of the wind farm is established. Each wind turbine in the model represents a cluster of wind turbines with similar voltage variation characteristics. A single equivalent transmission line connects all wind turbines to the power grid. By changing the terminal voltage threshold to enter LVRT, each equivalent turbine can be in different LVRT states. Secondly, an LVRT parameter optimization method based on PSO is used to obtain the dynamic parameters of the equivalent wind turbines. This method of parameter optimization is applicable to the equivalent of LVRT parameters. Thirdly, a clustering method based on DBSCAN is used to obtain suitable clusters of wind turbines. This clustering method can classify wind turbines with similar electrical distances into the same cluster. Finally, two examples are set up to verify the proposed method.
Keywords
density-based spatial clustering of applications, doubly-fed induction generator, dynamic equivalence, low voltage ride through, Particle Swarm Optimization
Suggested Citation
Zhou N, Ma H, Chen J, Fang Q, Jiang Z, Li C. Equivalent Modeling of LVRT Characteristics for Centralized DFIG Wind Farms Based on PSO and DBSCAN. (2023). LAPSE:2023.31088
Author Affiliations
Zhou N: Power Grid Technology Center, State Grid Shandong Electric Power Research Institute, Jinan 250003, China
Ma H: Power Grid Technology Center, State Grid Shandong Electric Power Research Institute, Jinan 250003, China
Chen J: School of Electrical Engineering, Shandong University, Jinan 250061, China
Fang Q: Power Grid Technology Center, State Grid Shandong Electric Power Research Institute, Jinan 250003, China
Jiang Z: Power Grid Technology Center, State Grid Shandong Electric Power Research Institute, Jinan 250003, China
Li C: School of Electrical Engineering, Shandong University, Jinan 250061, China
Journal Name
Energies
Volume
16
Issue
6
First Page
2551
Year
2023
Publication Date
2023-03-08
Published Version
ISSN
1996-1073
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PII: en16062551, Publication Type: Journal Article
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doi:10.3390/en16062551
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