Research Article

[Retracted] Potential Fault Diagnosis Method and Classification Accuracy Detection of IGBT Device Based on Improved Single Hidden Layer Feedforward Neural Network

Table 2

Comparison of training accuracy, testing accuracy, and running time of different methods.

ClassificationTraining accuracyTesting accuracyRunning time (s)

ELM0.88570.86670.2166
FIR-ELM (band stop filter)0.92050.92220.2003
FIR-ELM (band pass filter)0.94220.94440.2001
FIR-ELM (high-pass filter)0.96090.95560.1998
FIR-ELM (low-pass filter)0.98010.98890.1989