DocumentCode
2079389
Title
On-line testing of a fuzzy-neuro based protective relay using a real-time digital simulator
Author
Keerthipala, W.W.L. ; Wang, Huisheng ; Wai, Chan Tat
Author_Institution
Sch. of Electr. & Comput. Eng., Curtin Univ. of Technol., WA, Australia
Volume
3
fYear
2000
fDate
23-27 Jan 2000
Firstpage
1917
Abstract
This paper presents a new approach with a fuzzy-neuro based protective relay for real-time fault detection and classification in power transmission systems. The integration of neural network technology into the fuzzy logic controller enables the fuzzy rules to be learned by examples of input/output pattern pairs. From the power system point of view, the symmetrical components in combination with three line currents are utilised to detect fault types such as single line-to ground, line-to-line, double line-to-ground and three line-to-ground, and then to define the faulty line. The operating principle of the fuzzy-neuro protective relay, which depends on currents alone (without having to make reference to the system voltage) is, by conventional definition of distance protection, a novel approach. One major advantage of this technique, therefore, is the potential savings on voltage transformers in the actual implementation. Real-time test results are presented in this paper and they indicate that this approach can be used as an effective tool for high speed digital relaying, as the correct detection is achieved within a cycle of the fault occurrence
Keywords
digital simulation; fault location; fuzzy control; fuzzy neural nets; learning by example; neurocontrollers; power system protection; power system simulation; real-time systems; relay protection; distance protection; double line-to-ground faults; fault types detection; fuzzy logic controller; fuzzy rules learning; fuzzy-neuro protective relay; high speed digital relaying; input/output pattern pairs; learning by example; line currents; line-to-line faults; neural network technology; on-line testing; operating principle; power system digital protection; power transmission systems classification; real-time digital simulator; real-time fault detection; single line-to ground faults; symmetrical components; three line-to-ground faults; voltage transformers; Electrical fault detection; Fault detection; Fuzzy logic; Neural networks; Power system protection; Power system relaying; Power transmission; Protective relaying; Real time systems; Testing;
fLanguage
English
Publisher
ieee
Conference_Titel
Power Engineering Society Winter Meeting, 2000. IEEE
Print_ISBN
0-7803-5935-6
Type
conf
DOI
10.1109/PESW.2000.847646
Filename
847646
Link To Document