Table 6.

Comparison of Fault Detection Rate between the Fault-Specific Models Producing Highest Fault Detection Rate of this Study and the Models Reported in the Literature.^14,25,52 Best results of Xiao et al. are adopted. (Highest fault detection rates are bolded.)

Ref.	Mahadevan and Shah25					Xiao et al.52	Yin et al.26	This study
Faults	PCA-T2	PCA-Q	DPCA-T2	DPCA-Q	One-class SVM	Two-class SVM	Two-class SVM	Two-class SVM
1	99.2	99.8	99.4	99.5	99.8	99.5	99.5	99.9
2	98.0	98.6	98.1	98.5	98.6	98.3	98.1	99.1
4	4.4	96.2	6.1	100.0	99.6	47.4	99.9	100.0
5	22.5	25.4	24.2	25.2	100.0	45.2	90.8	100.0
6	98.9	100.0	98.7	100.0	100.0	99.2	60.1	100.0
7	91.5	100.0	84.1	100.0	100.0	70.1	98.9	100.0
8	96.6	97.6	97.2	97.5	97.9	97.4	96.0	100.0
10	33.4	34.1	42.0	33.5	87.6	68.0	81.0	99.4
11	20.6	64.4	19.9	80.7	69.8	65.8	80.2	100.0
12	97.1	97.5	99.0	97.6	99.9	98.8	97.8	100.0
13	94.0	95.5	95.1	95.1	95.5	95.0	92.5	100.0
14	84.2	100.0	93.9	100.0	100.0	93.9	91.0	100.0
16	16.6	24.5	21.7	29.2	89.8	73.1	89.4	100.0
17	74.1	89.2	76.0	94.7	95.3	75.2	81.6	98.2
18	88.7	89.9	88.9	90.0	90.0	89.3	89.5	95.3
19	0.4	12.7	0.7	24.7	83.9	43.6	85.9	100.0
20	29.9	45.0	35.6	51.0	90.0	69.0	80.5	100.0
21	26.4	43.0	35.6	44.2	52.8	59.4	-	100.0