Fault causes identification for transmission lines based on HHT and PNN

被引：0
|
作者：
Du, Wen [1 ]
Che, Renfei [1 ]
Zhang, Hao [1 ]
Meng, Xiaocheng [1 ,2 ]
He, Juntao [1 ,3 ]
机构：
[1] Shandong Univ, Minist Educ, Key Lab Power Syst Intelligent Dispatch & Control, Jinan 250061, Shandong, Peoples R China
[2] State Grid Jiangsu Elect Power Co Technician Trai, Suzhou 215004, Peoples R China
[3] Zhengzhou Power Supply Co, Zhengzhou 450006, Henan, Peoples R China
来源：
2018 INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS AND CONTROL ENGINEERING (ISPECE 2018) | 2019年 / 1187卷
关键词：
D O I：
10.1088/1742-6596/1187/2/022055
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
In this paper, Hilbert-Huang transform(HHT) is introduced into the application of fault cause identification for transmission lines. This method is composed of empirical mode decomposition (EMD) and Hilbert transform. It can analyze the characteristics of signal frequency quantitatively and accurately[1]. By analyzing the information of four common faults from fault recorder, the Hilbert marginal spectrum and the Hilbert time-frequency spectrum can be considered as the feature of different fault causes which can be classified by a probability neural network (PNN). The results show that the method can effectively identify the cause of the fault and has a high accuracy.
引用
收藏
页数：8
相关论文
共 50 条
  • [1] DETECTION AND IDENTIFICATION OF FAULT IN TRANSMISSION LINES BASED ON ANN
    Abdullah A.G.
    Ibrahim M.A.
    Ibrahim W.Kh.
    Diagnostyka, 2024, 25 (02):
  • [2] Damage Identification for Transmission Towers Based on HHT
    Qu Cheng-Zhong
    Lian Xu-Wei
    2012 INTERNATIONAL CONFERENCE ON FUTURE ELECTRICAL POWER AND ENERGY SYSTEM, PT B, 2012, 17 : 1390 - 1394
  • [3] A novel identification scheme of lightning disturbance in HVDC transmission lines based on CEEMD-HHT
    Ye D.
    Xie F.
    Hao Z.
    CPSS Transactions on Power Electronics and Applications, 2021, 6 (02): : 145 - 154
  • [4] Fault Cause Identification Based on Characteristics of Transition Resistances for Transmission Lines
    Zhang, Hong
    Che, Renfei
    2015 5TH INTERNATIONAL CONFERENCE ON ELECTRIC UTILITY DEREGULATION AND RESTRUCTURING AND POWER TECHNOLOGIES (DRPT 2015), 2015, : 1405 - 1409
  • [5] Study on Fault Identification Method of Transmission Lines Based on an Improved CNN
    Li, Rui
    Li, Qingkui
    Yu, Di
    2023 IEEE 12TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS CONFERENCE, DDCLS, 2023, : 1997 - 2002
  • [6] Transmission Lines Fault Identification Based on Cluster Tendency Visualization Techniques
    Guadalupe Coria-Acosta, Jose
    Cerda, Jaime
    R Fuerte-Esquivel, Claudio
    Solis-Ramos, Nabucodonosor
    COMMUNICATION AND INTELLIGENT SYSTEMS, VOL 1, ICCIS 2023, 2024, 967 : 355 - 368
  • [7] Fault Identification Technology For Overhead Transmission Lines
    Li Fan
    Zhou Longwu
    Li Yanglin
    Rao Binbin
    Zhang Yu
    Zou Jianzhang
    Hu Jing
    Kuang Yanjun
    2018 3RD INTERNATIONAL CONFERENCE ON SMART CITY AND SYSTEMS ENGINEERING (ICSCSE), 2018, : 443 - 447
  • [8] A Fault Cause Identification Methodology for Transmission Lines Based on Support Vector Machines
    Li, Linan
    Che, Renfei
    Zang, Hongzhi
    2016 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2016, : 1430 - 1434
  • [9] A Novel Algorithm for Fault Location and Identification in HVDC Transmission Lines Based on Transients
    Tom, Sherin
    Thomas, Jaimol
    Ganesh, M.
    2015 INTERNATIONAL CONFERENCE ON EMERGING RESEARCH IN ELECTRONICS, COMPUTER SCIENCE AND TECHNOLOGY (ICERECT), 2015, : 224 - 229
  • [10] Identification of permanent fault at transmission lines with shunt reactors based on waveform correlation
    Wang, H. (huifangwang@zju.edu.cn), 2013, Automation of Electric Power Systems Press (37):
12345