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

Table 5

To simplify from a “full” DNN architecture to DNN-final.

Architecture	Operations	Air data	Rotational speeds	Accelerations	Rotational angles	Validation accuracy
DNN-full	CNN	✓	✓	✓	✓	0.925
	LSTM	✓	✓	✓	✓
DNN-angles	CNN	✓	✓	✓		0.932
	LSTM	✓	✓	✓
DNN-final	CNN	✓				0.946
	LSTM	✓	✓	✓