Justin Ruths

Performance Bounds for Neural Network Estimators: Applications in Fault Detection

2021

We exploit recent results in quantifying the robustness of neural networks to input variations to construct and tune a model-based anomaly detector, where the data-driven estimator model is provided by an autoregressive neural network. In …