Research Article

A Deep Neural Network-Based Fault Detection Scheme for Aircraft IMU Sensors

Table 3

Data sets for DNN training and testing.

ConfigurationNo. of data setsCase distribution

TrainingY LTO manual916026.9%, 18.7%, 19.9%, 17.7%, 16.7%
D cruise AP1942031.4%, 17.2%, 16.3%, 17.7%, 17.4%
TestingY LTO manual458026.0%, 18.7%, 19.9%, 17.8%, 16.7%
D cruise AP971033.5%, 20.5%, 10.5%, 19.4%, 16.1%
B cruise AP1942029.7%, 16.4%, 19.4%, 16.9%, 17.5%
B free flight manual532831.5%, 16.9%, 20.1%, 19.4%, 12.1%