Research Article

Deep Multiscale Soft-Threshold Support Vector Data Description for Enhanced Heavy-Duty Gas Turbine Generator Sets’ Anomaly Detection

Table 6

Computational resources consumed by model training.

ModelThe initial stageThe second stage
Computation/FLOPs (M)Number of parameters (106)Computation/FLOPs (M)Number of parameters (106)

Deep-SVDD928.0726.6
Deep-SVDD + S14210.31028.4
Deep-SVDD + M26414.718311.4
DMS-SVDD29216.321513.9