研究目的
To develop a coordinated reactive power control strategy for grid-connected photovoltaic systems by utilizing the reactive power injection capability of PV inverters and coordinating them with FACTs devices, specifically STATCOM, for effective reactive power control during grid faults.
研究成果
The paper concludes that the developed coordinated reactive power control strategy, along with the islanding classification mechanism, efficiently stabilizes the power system network during grid faults. The classification algorithm accurately identifies grid faults, and the coordinated control strategy effectively regulates bus voltages to comply with grid codes.
研究不足
The study focuses on simulation-based analysis and may require further validation through real-world implementation. The effectiveness of the proposed method under varying environmental conditions and grid configurations is not extensively explored.
1:Experimental Design and Method Selection:
The study involves the development of a two-stage single-phase grid-connected photovoltaic system (GCPVS) with a full-bridge inverter, utilizing a machine learning-based islanding classification for fault detection and a coordinated reactive power control algorithm for voltage regulation.
2:Sample Selection and Data Sources:
Various grid faults resulting in voltage sag, transient voltage sag, voltage swell, and transient voltage swell are simulated to obtain data for feature extraction and training the SVM classifier.
3:List of Experimental Equipment and Materials:
A 4 kW PV array, DC-DC boost converter, H Bridge inverter circuit, LCL filter, and STATCOM are used in the simulation.
4:Experimental Procedures and Operational Workflow:
The system is tested under different fault conditions to evaluate the effectiveness of the proposed coordinated voltage control algorithm and islanding classification technique.
5:Data Analysis Methods:
Discrete wavelet transform is used for signal preprocessing and feature extraction, and SVM is employed for fault classification.
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