Title :
High-Frequency Transients-Based Protection of Multiterminal Transmission Lines Using the SVM Technique
Author :
Jafarian, Peyman ; Sanaye-Pasand, Majid
Author_Institution :
Control & Intell. Process. Center of Excellence, Univ. of Tehran, Tehran, Iran
Abstract :
The protection of multiterminal transmission lines is a challenging task due to possible infeed or outfeed currents contributed from the taped lines. As a result, the first zone reach of a noncommunication-based scheme (e.g., impedance-based distance relays) usually cannot be extended more than a small portion beyond the tap point. This paper presents a protection technique based on the high-frequency transients generated by the fault to cover almost the total length of multiterminal transmission lines. For this purpose, appropriately designed line traps are installed at terminals of the protected transmission line, and the support vector machine is used to classify the internal and external faults based on the frequency spectrum of the current signals decomposed by the wavelet transform. Extensive simulation studies indicate that the proposed approach is well capable of discriminating between the internal and external faults and provides a very fast, secure, and reliable protection technique.
Keywords :
fault location; power engineering computing; power transmission lines; power transmission protection; signal processing; support vector machines; transients; wavelet transforms; SVM technique; current signals; external fault classification; frequency spectrum; high-frequency transients-based protection; infeed currents; internal fault classification; line traps; multiterminal transmission lines; noncommunication-based scheme; outfeed currents; support vector machine; taped lines; transmission line fault; wavelet transform; Capacitance; Coils; Power transmission lines; Support vector machines; Transient analysis; Wavelet transforms; Line trap; multiterminal transmission line; support vector machine (svm); transients-based protection;
Journal_Title :
Power Delivery, IEEE Transactions on
DOI :
10.1109/TPWRD.2012.2215925