Deep Forest-Based Fault Diagnosis Method for Chemical Process

Table 3

The testing average FDR and the training and testing time.

Window setting	Testing average diagnostic accuracy (%)	Training time (min)	Testing time for one sample (ms)
[15, 30]	56.3	42.1	0.7
[20, 45]	68.7	38.3	0.5
[13, 30, 42]	72.4	70.6	1.3
[18, 36, 45]	75.6	61.5	1.1
[16, 27, 35, 42]	74.8	79.7	1.4
[18, 25, 36, 47]	75.9	83.4	1.6