基于Hankel矩阵奇异值分解的多厂站信息同步方案

李晔, 贾娜, 何佳伟, 李斌, 刘晓明

电力建设 ›› 2025, Vol. 46 ›› Issue (4) : 58-70.

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PDF(3761 KB)
电力建设 ›› 2025, Vol. 46 ›› Issue (4) : 58-70. DOI: 10.12204/j.issn.1000-7229.2025.04.006
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基于Hankel矩阵奇异值分解的多厂站信息同步方案

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A Multi-site Information Synchronization Scheme Based on Hankel Matrix Singular Value Decomposition

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摘要

【目的】智能变电站信息同步对电力系统故障智能诊断、保护具有重要意义。卫星时钟同步方法应用较为广泛,然而,卫星时钟同步方法过度依赖于专用通信通道或卫星同步时钟,容易出现同步信号丢失问题,且还需配备若干同步信号传输通道,传输通道的损坏将在主、从时钟之间引起同步误差。【方法】针对这一问题,考虑到基于突变量检测算法的信息同步技术不依赖于时钟和通信通道,且不受同步通信的限制,能有效避免由于通信造成的信息不同步问题,因此提出基于突变量检测算法的多厂站信息同步方案。接着,进一步从脉冲宽度、边界效应以及相移影响方面,详细对比了小波变换、奇异值分解(singular value decomposition,SVD)等典型突变量检测算法的性能。【结果】结果表明,与小波变换相比,Hankel矩阵奇异值分解算法具有脉冲宽度窄、不受边界效应影响、零相移的优势,在快速信号奇异性检测方面优势显著。在此基础上,提出了基于Hankel矩阵奇异值分解算法的信号同步方案。最后,利用大量现场录波数据进行解析验证了所提信息同步方案的可行性和优势。【结论】所提的信息同步方案能够实现厂站内和厂站间各保护装置与录波器间的信息精准同步。

Abstract

[Objective] The synchronization of information in intelligent substations is of great significance for the intelligent diagnosis and protection of power system faults, of which the satellite clock synchronization method is widely used. However, the satellite clock synchronization method is dependent on dedicated communication channels or satellite synchronization clocks, which can easily lead to the loss of synchronization signals. In addition, several synchronization signal transmission channels must be installed, and damage to transmission channels will cause synchronization errors between the master and slave clocks. Information synchronization technology based on the mutation detection algorithm that does not rely on clocks and communication channels, and is not limited by synchronous communication, can effectively avoid the problem of information synchronization caused by communication. [Methods] A multiplant information synchronization scheme based on the mutation detection algorithm is proposed. It compares the performance of typical outlier detection algorithms, such as the wavelet transform and singular value decomposition, in terms of pulse width, boundary effects, and phase-shift effects. [Results] The results show that the Hankel matrix singular value decomposition algorithm has the advantages of a narrow pulse width, no influence of boundary effects, zero phase shift, and has significant advantages in fast signal singularity detection compared with wavelet transform. Accordingly, a signal synchronization scheme based on the Hankel matrix singular value decomposition algorithm was proposed. The feasibility and advantages of the proposed information synchronization scheme were verified through an analysis using a large amount of on-site recorded data. [Conclusions] The results indicate that the proposed information synchronization scheme can achieve the precise synchronization of information between various protection devices and recorders within and between plant stations.

关键词

信息同步 / 突变量算法 / 小波变换 / Hankel矩阵 / 奇异值分解(SVD)

Key words

information synchronization / sudden variable algorithm / wavelet transform / Hankel matrix / singular value decomposition(SVD)

引用本文

导出引用
李晔, 贾娜, 何佳伟, . 基于Hankel矩阵奇异值分解的多厂站信息同步方案[J]. 电力建设. 2025, 46(4): 58-70 https://doi.org/10.12204/j.issn.1000-7229.2025.04.006
LI Ye, JIA Na, HE Jiawei, et al. A Multi-site Information Synchronization Scheme Based on Hankel Matrix Singular Value Decomposition[J]. Electric Power Construction. 2025, 46(4): 58-70 https://doi.org/10.12204/j.issn.1000-7229.2025.04.006
中图分类号: TM73   

参考文献

[1]
张旭泽, 郑永康, 康小宁, 等. 智能变电站继电保护系统所面临的若干问题[J]. 电力系统保护与控制, 2018, 46(6): 90-96.
ZHANG Xuze, ZHENG Yongkang, KANG Xiaoning, et al. Several problems of intelligent substation relay protection system[J]. Power System Protection and Control, 2018, 46(6): 90-96.
[2]
严亚兵, 褚旭, 肖豪龙, 等. 基于改进支持向量机的数字化变电站安全措施生成技术[J]. 中国电力, 2023, 56(10): 194-201.
YAN Yabing, CHU Xu, XIAO Haolong, et al. Automatic generation technology of safety measures for digital substation based on improved support vector machine[J]. Electric Power, 2023, 56(10): 194-201.
[3]
张尚然, 汤亚芳, 袁旭峰. 基于系统结构的智能变电站继电保护可靠性分析[J]. 电测与仪表, 2024, 61(12): 164-170.
ZHANG Shangran, TANG Yafang, YUAN Xufeng. Reliability analysis of relay protection in intelligent substation based on system structure[J]. Electrical Measurement & Instrumentation, 2024, 61(12): 164-170.
[4]
周柯, 王晓明, 丘晓茵, 等. 数字技术赋能下透明变电站架构及其关键技术分析[J]. 电测与仪表, 2024, 61(11): 174-181.
ZHOU Ke, WANG Xiaoming, QIU Xiaoyin, et al. Analysis of transparent substation architecture and key technologies empowered by digital technology[J]. Electrical Measurement & Instrumentation, 2024, 61(11): 174-181.
[5]
陈乐, 林湘宁, 刘鹏, 等. 保护用数据同步系统失效场景下线路主保护应急方案研究[J]. 中国电机工程学报, 2017, 37(22): 6636-6648, 6776.
CHEN Le, LIN Xiangning, LIU Peng, et al. Research on emergency scheme for main protection of transmission line under time synchronization system for protection become invalid[J]. Proceedings of the CSEE, 2017, 37(22): 6636-6648, 6776.
[6]
王英英, 张今, 李勇. 基于时间序列动态匹配的含IIDGs配电网纵联保护[J]. 电力系统及其自动化学报, 2024, 36(6): 137-144.
WANG Yingying, ZHANG Jin, LI Yong. Time series dynamic matching based pilot protection for distribution network including IIDGs[J]. Proceedings of the CSU-EPSA, 2024, 36(6): 137-144.
[7]
于成澳, 高湛军, 刘朝, 等. 基于自适应制动补偿系数的有源配电网电流纵联差动保护[J]. 电力系统保护与控制, 2023, 51(17): 1-14.
YU Cheng’ao, GAO Zhanjun, LIU Zhao, et al. A current longitudinal differential protection method based on adaptive braking compensation coefficient for active distribution networks[J]. Power System Protection and Control, 2023, 51(17): 1-14.
[8]
缪希仁, 赵丹, 刘晓明, 等. 含分布式电源配电网短路保护研究综述[J]. 高电压技术, 2023, 49(7): 3006-3019.
MIAO Xiren, ZHAO Dan, LIU Xiaoming, et al. A research review of short-circuit protection in distribution network with distributed generation[J]. High Voltage Engineering, 2023, 49(7): 3006-3019.
[9]
ZHOU C H, ZOU G B, DU X G, et al. Adaptive current differential protection for active distribution network considering time synchronization error[J]. International Journal of Electrical Power & Energy Systems, 2022, 140: 108085.
[10]
李娟, 高厚磊, 武志刚, 等. 有源配电网差动保护自同步原理及误差分析[J]. 电力系统自动化, 2016, 40(9): 78-85.
LI Juan, GAO Houlei, WU Zhigang, et al. Data self-synchronization method and error analysis of differential protection in active distribution network[J]. Automation of Electric Power Systems, 2016, 40(9): 78-85.
[11]
杜平, 占劲松, 韩建军, 等. 基于故障起点检测的电力系统故障数据匹配方法[J]. 电力科学与技术学报, 2017, 32(2): 98-104.
DU Ping, ZHAN Jinsong, HAN Jianjun, et al. An approach to data matching in power system based on a combination algorithm for detection of signal singularity[J]. Journal of Electric Power Science and Technology, 2017, 32(2): 98-104.
[12]
SON K J, CHANG T G, KANG S H. The effect of time synchronization error in LAN-based digital substation[J]. Sensors, 2019, 19(9): 2044.
[13]
MACII D, RINALDI S. Time synchronization for smart grids applications: requirements and uncertainty issues[J]. IEEE Instrumentation & Measurement Magazine, 2022, 25(6): 11-18.
[14]
白莎, 符玲, 熊思宇, 等. 基于多频率相量模型的动态同步相量测量算法[J]. 中国电机工程学报, 2018, 38(13): 3748-3755, 4016.
BAI Sha, FU Ling, XIONG Siyu, et al. Dynamic synchrophasor estimator based on multi-frequency phasor model[J]. Proceedings of the CSEE, 2018, 38(13): 3748-3755, 4016.
[15]
董金金, 高厚磊, 李娟, 等. 基于电流突变量曲线拟合的故障时刻检测算法[J]. 电力自动化设备, 2018, 38(4): 75-81.
DONG Jinjin, GAO Houlei, LI Juan, et al. Fault instant detection algorithm based on curve fitting of phase current increments[J]. Electric Power Automation Equipment, 2018, 38(4): 75-81.
[16]
CROSSLEY P A, GUO H, MA Z. Time synchronization for transmission substations using GPS and IEEE 1588[J]. CSEE Journal of Power and Energy Systems, 2016, 2(3): 91-99.
[17]
张建雨, 姜睿智, 李俊刚, 等. 基于5G通信的配电网差动保护技术研究[J]. 电力系统保护与控制, 2021, 49(7): 17-23.
ZHANG Jianyu, JIANG Ruizhi, LI Jungang, et al. Research on differential protection of a distribution network based on 5G communication[J]. Power System Protection and Control, 2021, 49(7): 17-23.
[18]
朱征, 黄冰飞, 邹晓峰, 等. 基于电压突变量的差动保护同步方法研究[J]. 电力系统保护与控制, 2022, 50(16): 156-162.
ZHU Zheng, HUANG Bingfei, ZOU Xiaofeng, et al. A synchronization method of differential protection based on sudden change of voltage[J]. Power System Protection and Control, 2022, 50(16): 156-162.
[19]
黄家凯, 高厚磊. 输电线路自同步电流差动保护[J]. 电工技术学报, 2019, 34(9): 1944-1951.
HUANG Jiakai, GAO Houlei. Self-synchronized current differential protection scheme for transmission line[J]. Transactions of China Electrotechnical Society, 2019, 34(9): 1944-1951.
[20]
ZHOU C H, ZOU G B, ZANG L D, et al. Current differential protection for active distribution networks based on improved fault data self-synchronization method[J]. IEEE Transactions on Smart Grid, 2022, 13(1): 166-178.
[21]
张运驰, 高厚磊, 袁通, 等. 突变量与形态学相结合的配电网故障时刻检测方法[J]. 电力系统保护与控制, 2022, 50(12): 54-62.
ZHANG Yunchi, GAO Houlei, YUAN Tong, et al. A fault time detection method in a distribution network based on a sudden change of current and mathematical morphology[J]. Power System Protection and Control, 2022, 50(12): 54-62.
[22]
雷霖, 唐成达, 青禹成, 等. 含逆变型分布式电源的配电网正序综合阻抗纵联保护[J]. 电力系统保护与控制, 2018, 46(18): 149-155.
LEI Lin, TANG Chengda, QING Yucheng, et al. Pilot protection of positive sequence component integrated impedance for distribution network with inverter interfaced distributed generator[J]. Power System Protection and Control, 2018, 46(18): 149-155.
[23]
李强. 基于希尔伯特-黄变换的高压输电线路行波故障测距研究[D]. 南昌: 华东交通大学, 2009.
LI Qiang. Study on traveling wave fault location of high voltage transmission lines based on Hilbert-Huang transform[D]. Nanchang: East China Jiaotong University, 2009.
[24]
李健. 基于行波法的改进希尔伯特黄变换输电线路故障测距研究[D]. 太原: 山西大学, 2023.
LI Jian. Research on fault location of transmission line based on improved Hilbert-Huang transform based on traveling wave method[D]. Taiyuan: Shanxi University, 2023.
[25]
胡爱军, 孙敬敬, 向玲. 经验模态分解中的模态混叠问题[J]. 振动测试与诊断, 2011, 31(4): 429-434, 532-533.
HU Aijun, SUN Jingjing, XIANG Ling. Mode mixing in empirical mode decomposition[J]. Journal of Vibration, Measurement & Diagnosis, 2011, 31(4): 429-434, 532-533.
[26]
梁黎明, 王茂芝, 徐文皙, 等. 综合斜率和三次样条的EMD端点效应抑制方法[J]. 振动与冲击, 2022, 41(14): 70-76.
LIANG Liming, WANG Maozhi, XU Wenxi, et al. Restriction of the end effect of EMD by utilizing slope and cubic spline based methods[J]. Journal of Vibration and Shock, 2022, 41(14): 70-76.
[27]
金涛, 张可, 陈坚. 基于DWT-PNN的柔性直流输电系统故障检测方法[J]. 电力自动化设备, 2021, 41(7): 144-151.
JIN Tao, ZHANG Ke, CHEN Jian. DWT-PNN based fault detection method for flexible DC transmission system[J]. Electric Power Automation Equipment, 2021, 41(7): 144-151.
[28]
ZHAO X Z, YE B Y. Similarity of signal processing effect between Hankel matrix-based SVD and wavelet transform and its mechanism analysis[J]. Mechanical Systems and Signal Processing, 2009, 23(4): 1062-1075.
[29]
李晔. 柔性直流电网线路快速保护原理及配置方案[D]. 天津: 天津大学, 2021.
LI Ye. The protection principles and scheme for transmission line in flexible DC grid[D]. Tianjin: Tianjin University, 2021.
[30]
黄晨光, 林建辉, 易彩, 等. 延伸奇异值分解包及其在高速列车轮对轴承故障诊断中的应用[J]. 振动与冲击, 2020, 39(5): 45-56.
HUANG Chenguang, LIN Jianhui, YI Cai, et al. Extended SVD packet and its application in wheelset bearing fault diagnosis of high-speed train[J]. Journal of Vibration and Shock, 2020, 39(5): 45-56.
[31]
赵廷, 李泽文, 邹彬, 等. 卫星时钟与网络时钟互备的广域时间同步方法[J]. 电力系统自动化, 2017, 41(14): 202-207.
ZHAO Ting, LI Zewen, ZOU Bin, et al. Wide-area time synchronization method for mutual preparation of satellite clock and network clock[J]. Automation of Electric Power Systems, 2017, 41(14): 202-207.
[32]
董金金. 智能变电站故障数据自同步方法研究[D]. 济南: 山东大学, 2018.
DONG Jinjin. Study on self-synchronization method of fault data in smart substation[D]. Jinan: Shandong University, 2018.
[33]
王海港, 黄太贵, 孙月琴, 等. 多变电站故障录波数据同步自动化方法与实现[J]. 电力系统保护与控制, 2015, 43(1): 102-107.
WANG Haigang, HUANG Taigui, SUN Yueqin, et al. Auto synchronization method and its implementation of fault recorder data from multi-substations[J]. Power System Protection and Control, 2015, 43(1): 102-107.

基金

国家自然科学基金项目(52207088)
河北省自然科学基金项目(E2024202184)

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