Title :
A fault location method of traveling wave for distribution network with only two-phase current transformer using artificial neutral network
Author :
Shu Hongchun ; Wang Xu ; Xia Qi ; Wu Qinjin ; Tian Xincui
Author_Institution :
Fac. of Electr. Eng., Kunming Univ. of Sci. & Technol., Kunming, China
Abstract :
The paper presents a procedure for fault location in distribution network with only two-phase current transformers (TA), based on the use of the artificial neutral network (ANN). We constructed IA + IC as a new wave module to solve only two-phase current transformer which can not be zero sequence current situation, then traveling wave in the propagation characteristics of the bifurcation lines have been analyzed. Radiation network model is built and various fault conditions are simulated, the results showed: simulation results is consistent with analysis. Based on the theoretical analysis and simulation this paper selects the polarity of first three waves and their time difference as the input of artificial neutral network, fault zone detect first, fault distance locator next, then train and test the neutral network to establish fault diagnosis model. Using this model, fault zone and fault distance can be successfully identified. The model has been tested successfully on fault location in distribution networks with only two-phase current transformers.
Keywords :
current transformers; fault location; neural nets; power distribution faults; power engineering computing; artificial neutral network; bifurcation lines; distribution network; fault diagnosis model; fault distance locator; fault location method; fault zone; radiation network model; traveling wave; two-phase current transformer; Artificial neural networks; Circuit faults; Current transformers; Fault location; Impedance; Neurons; artificial neutral network (ANN); distribution network; fault location; single-phase grounding fault; traveling wave identification;
Conference_Titel :
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6513-2
DOI :
10.1109/CISP.2010.5647539