Fault Diagnosis Using Data Fusion with Ensemble Deep Learning Technique in IIoT

Table 6

Comparative analysis of 75%–25% on the proposed model with various existing algorithms.

Algorithm	Accuracy	Precision	Recall	F-score
RNN	85.71	84.32	85.93	83.45
LSTM	92.10	92.43	92.15	91.68
CNN	92.46	93.48	92.44	91.81
DNN	89.52	90.21	89.54	89.03
CNN-LSTM	94.53	96.61	92.52	92.24
PropensityNet	94.16	96.17	92.32	92.10
Proposed ensemble	95.62	98.32	94.62	94.53