Deep Forest-Based Fault Diagnosis Method for Chemical Process

Table 6

FAR obtained by RF, XGBoost, AdaBoost, gcForest, and WCForest.

FPR (%)	RF	XGBoost	AdaBoost	gcForest	WCForest
Fault 1	0	0	0	0	0
Fault 2	0	0	0	0.5	0
Fault 3	47.6	62.3	83.8	9.7	10.7
Fault 4	0.3	0	0.2	0	0
Fault 5	41.2	0.2	42	0.3	2.4
Fault 6	0	0	0	0	0
Fault 7	0	0	0	0	0
Fault 8	0	0	1.8	0.3	0
Fault 9	42.3	51.8	81.7	21.3	16.3
Fault 10	18.7	21.5	62	4.6	4.1
Fault 11	10.5	11.3	38	1.3	1.6
Fault 12	0	0	1	0.3	0.4
Fault 13	0	0	0	0	0
Fault 14	0	0	0	0	0
Fault 15	50.3	54.8	74.3	12.1	7.2
Fault 16	3.2	4.3	59.2	2.0	3.9
Fault 17	1.0	1.2	10.2	0.1	0
Fault 18	0	0	0	0.1	0
Fault 19	34.0	28.7	87.3	3.8	2.3
Fault 20	13.1	15.5	45.7	2.9	2.6
Fault 21	10.0	9.2	40.8	0	0
Average	12.96	12.42	30.03	2.82	2.45