Title :
Enhancing the performance of transmission line directional relaying, fault classification and fault location schemes using fuzzy inference system
Author :
Yadav, Anamika ; Swetapadma, Aleena
Author_Institution :
Dept. of Electr. Eng., Nat. Inst. of Technol., Raipur, India
Abstract :
This study aims to improve the performance of transmission line directional relaying, fault classification and fault location schemes using fuzzy system. Three separate fuzzy inference system are designed for complete protection scheme for transmission line. The proposed technique is able to accurately detect the fault (both forward and reverse), locate and also identify the faulty phase(s) involved in all ten types of shunt faults that may occur in a transmission line under different fault inception angle, fault resistances and fault location. The proposed method needs current and voltage measurements available at the relay location and can perform the fault detection and classification in about a half-cycle time. The proposed fuzzy logic based relay has less computation complexity and is better than other AI based methods such as artificial neural network, support vector machine, and decision tree (DT) etc. which require training. The percentage error in fault location is within 1 km for most of the cases. Fault location scheme has been validated using χ2 test with 5% level of significance. Proposed scheme is a setting free method and is suitable for wide range of parameters, fault detection time is less than half cycle and relay does not show any reaching mal-operation so it is reliable, accurate and secure.
Keywords :
computational complexity; fault diagnosis; fuzzy logic; fuzzy reasoning; power engineering computing; power transmission lines; power transmission protection; relay protection; AI based methods; artificial neural network; computation complexity; current measurements; fault classification; fault detection; fault inception angle; fault location schemes; fault resistances; fuzzy inference system; fuzzy logic based relay; half-cycle time; relay location; shunt faults; support vector machine; transmission line directional relaying performance enhancement; transmission line protection scheme; voltage measurements;
Journal_Title :
Generation, Transmission & Distribution, IET
DOI :
10.1049/iet-gtd.2014.0498