Improved Dynamic Optimized Kernel Partial Least Squares for Nonlinear Process Fault Detection

Table 4

Performances of KPLS, RKPLS, MW-RRKPCA, ORRKPCA, MW-RKPLS, and DRKPLS for online FD for TEP.

Default	KPLS		RKPLS		MW-RRKPCA		ORRKPCA		MW-RKPLS		DRKPLS
	FAR (%)	GDR (%)	FAR (%)	GDR (%)	FAR (%)	GDR (%)	FAR (%)	GDR (%)	FAR (%)	GDR (%)	FAR (%)	GDR (%)
IDV (1)	6.25	95.02	1.32	99.9	14.7	100	0.89	96	0.571	98	0.4464	97.5825
IDV (2)	49.8	20.03	29	45	6.69	98.9	2.67	99.6	1.33	96.26	0.8929	97.8763
IDV (3)	62.08	50	34	35.6	21.87	29.38	2.67	80.79	2.23	67.092	0.4434	79.77
IDV (4)	22	56.66	17	43.33	14.28	32.6	1.33	62.6	0.23	62.75	0.177	78.863
IDV (5)	1.05	19.84	0.91	98	14.28	63.40	1.33	32.73	0.23	89.32	0.7743	86.7010
IDV (6)	14.44	84.05	2.2	97.33	4.9	100	8.03	100	1.78	99.097	0.9766	100
IDV (7)	0.44	77.46	0.02	99.61	20.09	83.76	16.96	83.37	2.23	68.55	1.647	89.3299
IDV (8)	0.448	96	4.05	99.23	42.41	100	17.85	100	0.01	97.06	0.234	96.456
IDV (9)	21.34	56.55	0.11	99.33	37.94	29.5	4.1	93.58	0.23	95.12	0.6444	94.677
IDV (10)	23.11	68.8	0.02	67.64	17.41	80.54	8.48	94.20	1.23	86.18	0.768	88.8745
IDV (11)	38.7	44.09	21.01	96.64	30.35	55.92	2.14	1.23	2.99	77.91	2.5437	84.3499
IDV (12)	9.55	97.29	0.01	97.33	21.87	100	16.96	100	0.44	99.03	0.6644	99.4793
IDV (13)	38.82	90	5.31	96.64	12.94	100	0	97.80	3.12	95.74	1.22	96.6606
IDV (14)	34.4	92.78	0.9	97.39	3.25	100	1.39	100	0.89	77.75	0.6883	86.909
IDV (15)	22.22	47.4	1.73	89.06	14.73	38.27	0.89	83.11	0.03	85.67	0.6457	93.3033
IDV (16)	19.98	45.2	10.05	100	49.10	85.05	15.62	70.87	0.44	100	0.231	99
IDV (17)	43.09	56	27	47	44.64	96.13	2.35	97.29	1.33	61.57	0.678	100
IDV (18)	22.67	44.4	13	46	10.28	94.32	5.37	94.58	3.12	88.40	1.345	95.001
IDV (19)	27.09	43.34	10.71	99	22.76	86.59	2.67	89.04	6.25	99.49	1.233	100
IDV (20)	19.36	98	10.71	100	7.14	74.74	3.57	90.07	6.78	96.56	0.765	100
IDV (21)	33	53	27.45	55	7.85	75.38	1.16	71.57	2.67	62.24	1.022	78.534
CT (s)	0.99		0.23		2.19		74.3		1.918		0.87