Open AccessNon‐communication protection scheme for power transmission system based on transient currents, HHT and SVM
Author(s) -
Guo Zhenwei,
Yang Shengjie,
Yu WenXin,
Zhang Lieping,
Zhong Zhixian,
Sui YongBo
Publication year - 2018
Publication title -
iet generation, transmission and distribution
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.92
H-Index - 110
eISSN - 1751-8695
pISSN - 1751-8687
DOI - 10.1049/iet-gtd.2017.0862
Subject(s) - transient (computer programming) , support vector machine , fault (geology) , emtp , electric power transmission , control theory (sociology) , reliability (semiconductor) , electric power system , electronic engineering , computer science , hilbert transform , engineering , power (physics) , artificial intelligence , electrical engineering , physics , control (management) , quantum mechanics , seismology , geology , operating system , filter (signal processing)
How to improve the reliability has been a challenging task for transient protection, which has been affected seriously by the fault initial angle (FIA) and transient resistance (TR). Based on support vector machine (SVM), a novel smart transient protection method is presented in this study, which protects a bus and two transmission lines connected to the bus. The method is based on the measurements from the two close‐in ends of the two lines. Hilbert–Huang transform is used to extracting instantaneous amplitude from the measured currents. The fault area is determined from the two instantaneous amplitude‐integral (IA) of the transient fault currents, the difference of the two IAs, FIA, and the TR. SVM is utilised to determine the fault area. Two IAIs, difference of IAs, FIA and TR are treated as the input to SVMs. Faults with different FIA and TR are treated as a different class of fault, respectively. Correspondingly, a different criterion of discrimination is automatically employed by SVMs for a different fault class. The influence of FIA and TR is eliminated significantly, and the reliability of protection is enhanced substantially. The performance of the method is tested using ATP/EMTP with satisfactory results.