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基于数据驱动的离网微电网频率电压协同控制OA

Data-Driven Frequency-Voltage Cooperative Control in an Isolated Microgrid System

中文摘要英文摘要

[目的]随着微电网的快速发展,其系统频率电压安全成为亟需解决的关键问题,然而传统频率电压控制策略未考虑电压控制和频率控制之间的耦合关系,无法实现系统频率和电压的最优实时协同控制,为此提出了一种基于数据驱动的离网微电网频率电压控制方法.[方法]通过加权最小二乘法,以递归方式实时在线近似辨识微电网系统模型;基于辨识的系统模型,结合基于反馈的近似梯度算法,利用频率-电压耦合关系,通过电压调节调整电压敏感性负载的功率,达到系统有功功率平衡,实现微电网频率和电压最优实时协同控制.[结果]在Matlab/Simulink上搭建微电网系统并对所提方法进行仿真验证,结果表明与传统频率电压控制策略相比,所提方法能充分挖掘电压敏感性负载的调节潜力,减小微网的频率波动,系统的最大频率偏差仅为0.75%.[结论]所提出的离网微电网频率电压控制方法充分计及了频率与电压的耦合关系,利用电压敏感负载,通过电压调节实现了系统频率与电压的实时最优控制.

[Objective]With the rapid development of microgrids,ensuring the safety of system frequency and voltage has become a critical issue that urgently needs to be addressed.However,traditional frequency and voltage control strategies fail to consider the coupling relationship between voltage control and frequency control,making it impossible to achieve optimal real-time coordinated control of system frequency and voltage.Therefore,a data-driven frequency and voltage control method for isolated microgrids is proposed.[Methods]Firstly,the microgrid system model is recursively approximated online in real-time using the weighted least squares(WLS)method.Secondly,based on the identified system model and combined with a feedback-based approximate gradient algorithm,the frequency-voltage coupling relationship is utilized.By adjusting the power of voltage-sensitive loads through voltage regulation,active power balance in the system is achieved,enabling optimal real-time coordinated control of microgrid frequency and voltage.[Results]A microgrid system is built on Matlab/Simulink to simulate and verify the proposed method,and the results show that,compared with traditional frequency and voltage control strategies,the proposed method can fully exploit the regulation potential of voltage-sensitive loads,reduce microgrid frequency fluctuations,and achieve a maximum system frequency deviation of only 0.75%.[Conclusions]The proposed frequency and voltage control method for isolated microgrid clusters fully takes into account the coupling relationship between frequency and voltage.By utilizing voltage-sensitive loads,it achieves real-time optimal control of system frequency and voltage through voltage regulation.

黄媛;马沛熙;宁静波;刘俊勇;唐志远

四川大学电气工程学院,成都市 610065四川大学电气工程学院,成都市 610065国网重庆市电力公司市区供电分公司,重庆市 400014四川大学电气工程学院,成都市 610065四川大学电气工程学院,成都市 610065

信息技术与安全科学

微网群频率电压控制数据驱动在线优化

microgrid clustersfrequency and voltage controldata-drivenonline optimization

《电力建设》 2026 (5)

124-132,9

This work is supported by Sichuan Science and Technology Program(No.2025ZDZX0034). 四川省科技计划资助项目(2025ZDZX0034)

10.12204/j.issn.1000-7229.2026.05.010

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