模型和量测混合驱动的配电网参数辨识技术
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汤鹏飞
1, 2
,
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刘承锡
1, 2
,
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董旭柱
1, 2
,
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罗永建
1, 2
作者信息
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1.武汉大学电气与自动化学院,武汉 430072
2.交直流智能配电网湖北省工程中心,武汉 430000
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汤鹏飞(1997),男,硕士研究生,研究方向为电力系统仿真计算,tangpengfei@whu.edu.cn;
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刘承锡(1985),男,通信作者,教授,博士,研究方向为新型电力系统的稳定分析、运行控制、仿真算法,liuchengxi@whu.edu.cn;
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董旭柱(1970),男,教授,博士,研究方向为智能配电网,dongxz@whu.edu.cn。
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收起
Hybrid Model and Measurement-Driven Parameter Identification Technology for Distribution Networks
Author information
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1.School of Electrical Engineering and Automation, Wuhan University, Wuhan 430072, China
2.Hubei Engineering and Technology Research Center for AC/DC Intelligent Distribution Network, Wuhan 430000, China
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文章历史
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| 收稿日期 |
出版日期 |
| 2025-03-28 |
2025-11-20 |
PDF (1747K)
摘要
在新型电力系统背景下基于量测数据的参数辨识与修正是配电网数字化与智能化的关键需求。为解决线路和变压器参数的在线辨识与修正问题,提出了一种融合配电网数学模型与台区变压器低压侧量测数据的参数辨识方法。首先,通过解析CIM文件获取拓扑结构,并依据资产数据设定元件初始参数;进而采用拟牛顿-拉夫逊法,基于多组量测数据构建雅可比矩阵,通过求解欠定或超定方程实现参数迭代更新。最后,利用辨识参数重新计算低压侧电压,并与实测值对比验证。华南某实际配电网数据的实验结果表明,随数据组数与迭代次数增加,平均相对误差趋于稳定,证明了所提方法具有良好的准确性与实用性,可为配电网潮流计算、状态估计及数字孪生构建提供有效支撑。
Abstract
Under the background of the new power system, parameter identification and correction based on measurement data are key requirements for the digitalization and intelligence of distribution networks. A parameter identification method is proposed that integrates the mathematical model of the distribution network with measurement data collected from the low-voltage side of distribution transformers, aiming to address the online identification and correction of line and transformer parameters. Firstly, the topology is obtained by parsing CIM files, and the initial parameters of components are set according to asset data. Then, a quasi-Newton-Raphson method is employed to construct the Jacobian matrix based on multiple sets of measurement data, enabling iterative parameters updated by solving underdetermined or overdetermined equations. Finally, the identified parameters are used to recalculate the low-voltage side voltages, which are then compared with the measured values for validation. Experimental results based on data from a practical distribution network in South China demonstrate that, with increasing data sets and iteration times, the average relative errors converge to a stable level. This verifies that the proposed method achieves high accuracy and practicality, and can provide effective support for power flow calculation, state estimation, and digital twin construction in distribution networks.
Graphical abstract
关键词
参数辨识
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拟牛顿-拉夫逊法
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量测数据
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配电网
Key words
parameter identification
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quasi-Newton-Raphson method
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measurement data
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distribution network
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汤鹏飞,刘承锡,董旭柱,罗永建.
模型和量测混合驱动的配电网参数辨识技术[J].
南方电网技术, 2025, 19(11): 3-10 DOI:10.13648/j.cnki.issn1674-0629.2025.11.001
基金资助
国家自然科学基金资助项目(U22B20100)
广东省基础与应用基础研究基金资助项目(2022A1515240033)
广东省基础与应用基础研究基金资助项目(2023B151525001)