title: An improved fault detection classification and location scheme based on wavelet transform and artificial neural network for six phase transmission line using single end data only.
abstract: Restrictions on right of way and increasing power demand has boosted development of six phase transmission. It offers a viable alternative for transmitting more power, without major modification in existing structure of three phase double circuit transmission system. Inspite of the advantages, low acceptance of six phase system is attributed to the unavailability of a proper protection scheme. The complexity arising from large number of possible faults in six phase lines makes the protection quite challenging. The proposed work presents a hybrid wavelet transform and modular artificial neural network based fault detector, classifier and locator for six phase lines using single end data only. The standard deviation of the approximate coefficients of voltage and current signals obtained using discrete wavelet transform are applied as input to the modular artificial neural network for fault classification and location. The proposed scheme has been tested for all 120 types of shunt faults with variation in location, fault resistance, fault inception angles. The variation in power system parameters viz. short circuit capacity of the source and its X/R ratio, voltage, frequency and CT saturation has also been investigated. The result confirms the effectiveness and reliability of the proposed protection scheme which makes it ideal for real time implementation.
authors.affiliation: Department of Electrical Engineering, National Institute of Technology, G.E. Road, Raipur, 492010 India.
authors.forename: Ebha
authors.initials: E
authors.lastname: Koley
authors.affiliation: Department of Electrical Engineering, National Institute of Technology, G.E. Road, Raipur, 492010 India.
authors.forename: Khushaboo
authors.initials: K
authors.lastname: Verma
authors.affiliation: Department of Electrical Engineering, National Institute of Technology, G.E. Road, Raipur, 492010 India.
authors.forename: Subhojit
authors.initials: S
authors.lastname: Ghosh
keywords: Discrete wavelet transform and Modular artificial neural network; Protection scheme; Six phase transmission line