4 papers
Fast Time-Domain MLE for Period Estimation of Pulse Trains
Sebastian Schertler, Daniel Guger, Stefan Schuster +5
Parameter estimation of periodic pulse trains is a critical task in numerous automated sensing and diagnostic applications. While estimation in the time domain provides superior ac…
Parameter Space Analysis through Guided Visual Interpolations
Benedikt Kantz, Peter Waldert, Stefan Lengauer +3
We propose Parameter Space Analysis through Guided Visual Interpolations (ParamInter), a novel tool for high-dimensional input parameter space analysis by making interpolation towa…
Estimators and Performance Bounds for Short Periodic Pulses
Sebastian Schertler, Oliver Lang, Jonas Lindenberger +5
In many industrial applications, signals with short periodic pulses, caused by repeated steps in the manufacturing process, are present, and their fundamental frequency or period m…
Robustness of Explainable Artificial Intelligence in Industrial Process Modelling
Benedikt Kantz, Clemens Staudinger, Christoph Feilmayr +4
eXplainable Artificial Intelligence (XAI) aims at providing understandable explanations of black box models. In this paper, we evaluate current XAI methods by scoring them based on…