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

Figure 5

Illustration of NNI: different parameters set of learning rate, epochs, and batch size are examined; the combination of learning rate 0.005, iterative epochs 900, and batch size 2000 yields the optimal DNN training outcome (highest validation accuracy at 0.972).