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

SpringerPlus

Table 1 Architecture of ANNs comprising the modular structure for fault classification and location task with training performance

Fault type	Module 1 and module 2	ANN architecture (multilayered feed-forward neural network)	Goal	Type of activation function in hidden/output layer	Learning rule
Single phase to ground	ANN-1L	12-30-7	10⁻⁸	Tansigmoid	Levenberg–Marquardt
Single phase to ground	ANN-1D	12-27-30-1
Double phase to ground	ANN-2L	12-30-7
Double phase to ground	ANN-2D	12-35-35-1
Three phase to ground	ANN-3L	12-30-7
Three phase to ground	ANN-3D	12-37-40-1
Four phase to ground	ANN-4L	12-39-7
Four phase to ground	ANN-4D	12-35-40-1
Five phase to ground	ANN-5L	12-30-7
Five phase to ground	ANN-5D	12-30-35-1
Six phase to ground	ANN-6L	12-35-7
Six phase to ground	ANN-6D	12-40-40-1
Double phase to phase	ANN-7L	12-30-7
Double phase to phase	ANN-7D	12-40-40-1
Three phase to phase	ANN-8L	12-30-7
Three phase to phase	ANN-8D	12-20-20-1
Four phase to phase	ANN-9L	12-30-7
Four phase to phase	ANN-9D	12-30-30-1
Five phase to phase	ANN-10L	12-30-7
Five phase to phase	ANN-10D	12-30-30-1
Six phase to phase	ANN-11L	12-30-7
Six phase to phase	ANN-11D	12-30-1