Research Article

Comparison and Analysis of the Influence of Different Data Transformation Methods on the Fault Identification of Flexible DC Transmission Lines by Convolutional Neural Network

Table 6

Comparison of classification recall of different algorithms using a data transformation method.

Data conversion (%)Classification algorithm
BYSCARTKNNBAGSVMCNN

Unconvert88.5892.3896.0295.9277.8296.28
EMD86.0093.7292.0097.3493.1897.28
WT86.1293.8297.9298.1697.9499.20
FFT89.7494.7299.5698.5099.0499.80
VMD92.6898.3898.5698.3899.4699.88