Research Article

Convolutional Neural Network for Voltage Sag Source Azimuth Recognition in Electrical Internet of Things

Table 2

Classification indicator.

Classification algorithmClassification featureAccuracyKappa

CNNCharacteristic matrix99.12%99.06%

KNNCharacteristic matrix97.06%96.88%
Disturbance power43.53%40.00%
Equivalent impedance54.41%51.56%
System slope51.76%48.75%
Real part of current57.94%55.31%

ELCharacteristic matrix87.94%87.19%
Disturbance power40.29%36.56%
Equivalent impedance57.06%54.38%
System slope41.18%37.50%
Real part of current32.94%28.75%