Robust Data-Driven Fault Detection: An Application to Aircraft Air Data Sensors

Table 7

Confusion matrix in testing the DNN-opt.

Aircraft and condition	FD accuracy in cases {0-5} (%)						Aircraft and condition	FD accuracy in cases {0-5} (%)
manual LTO	92.08	0.40	0.24	1.28	3.16	2.84	AP cruise	93.66	0	0	2.46	2.16	1.72
	7.24	92.43	0	0	0.33	0		0	100	0	0	0	0
	3.54	0	90.16	2.97	1.63	1.70		0.06	0	96.64	0.47	1.53	1.30
	2.18	0	0.07	96.70	0	1.05		2.28	0	0.78	95.52	0	1.42
	3.27	0	0	0.08	95.83	0.82		3.32	0	0.14	0.34	94.98	1.22
	1.71	0	0.47	0.54	0.31	96.97		3.95	0	0.25	0.67	0.34	94.79
Aircraft and condition	FD accuracy in cases {0-5} (%)						Aircraft and Condition	FD accuracy in cases {0-5} (%)
manual flight	90.00	0	0	0	2.00	8.00	manual flight	98.44	0	0	0	0.39	1.17
	0	100	0	0	0	0		0	100	0	0	0	0
	0	0	100	0	0	0		0	0	96.65	0	1.12	2.23
	0	0	0	100	0	0		1.27	0	0	95.55	0	3.18
	1.67	0	0	0	98.33	0		0	0	0	0	100	0
	0.56	0	2.23	0	0	97.21		4.46	0	1.27	3.82	0	90.45