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ORIGINAL RESEARCH article

Front. Energy Res.

Sec. Sustainable Energy Systems

This article is part of the Research TopicGrid Stability and Optimized Operation in Renewable Energy Grid SystemsView all 8 articles

Wide-frequency Oscillation Suppression Strategy for Grid-connected Photovoltaic Systems Based on WOA-BP Optimization of VSG Parameters

Provisionally accepted
Runzhi  MURunzhi MU1Hongchun  SHUHongchun SHU2*Yuming  ZHANGYuming ZHANG1Xiongbiao  WANXiongbiao WAN1Bo  LIANGBo LIANG1Feihong  WANGFeihong WANG2Bo  ZHANGBo ZHANG2Xi  WANGXi WANG2Guangxue  WANGGuangxue WANG2
  • 1Yunnan Electric Power Test and Research Institute (Group) Co., Ltd., kunming, China
  • 2Kunming University of Science and Technology, Kunming, China

The final, formatted version of the article will be published soon.

The integration of a high proportion of renewable energy and power electronic devices in new power systems can trigger wide-frequency oscillation issues. Grid-forming devices, which have the capability to actively form the grid and provide inertia support, have become an important method to address wide-frequency oscillation problems caused by large-scale renewable energy integration. However, improper parameter design of grid-forming devices may introduce new coupled oscillations. To address these issues, a sequence impedance model of the virtual synchronous generator (VSG) is established, and wide-frequency impedance sweeping is used to identify the system's oscillation characteristics. The impact of virtual inertia and damping coefficients on oscillations and system stability is analyzed. By combining the power angle characteristics of synchronous generators with frequency response curves, an adaptive collaborative control strategy based on frequency deviation and frequency rate of change is proposed. An innovative optimization mechanism combining Whale Optimization Algorithm (WOA) and Backpropagation algorithm (BP) neural networks is introduced to achieve real-time dynamic collaborative optimization of virtual inertia and damping coefficients, thereby suppressing wide-frequency oscillations and improving system stability. A grid-forming photovoltaic system was built on the Real Time Laboratory (RTLAB) platform for simulation verification. The results show that the anti-interference capability of the photovoltaic VSG increased from 20% to 35%. The proposed strategy effectively suppresses wide-frequency oscillations, significantly improves grid-connected power quality, reduces harmonic distortion, and enhances the system's adaptability to grid impedance variations.

Keywords: Wide-frequency oscillations, Grid-forming, virtual synchronous generator, WOA-BP, sequence impedance modeling, Adaptive control

Received: 30 Sep 2025; Accepted: 03 Nov 2025.

Copyright: © 2025 MU, SHU, ZHANG, WAN, LIANG, WANG, ZHANG, WANG and WANG. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Hongchun SHU, kmshc@sina.com

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