Uncertainty-Aware Virtual Sensors for Cyber-Physical Systems
Sagar Sen, Erik Johannes Husom, Arda Göknil, Simeon Tverdal, Phu H. Nguyen
Abstract
We present a data pipeline to train and deploy uncertainty-aware virtual sensors in cyber-physical systems. Our virtual sensor predicts the expected values of a physical sensor and a standard deviation indicating the degree of uncertainty in its predictions.
Topics & Concepts
Cyber-physical systemComputer scienceMeasurement uncertaintyData miningReal-time computingArtificial intelligenceMathematicsOperating systemStatisticsFault Detection and Control SystemsAnomaly Detection Techniques and ApplicationsTime Series Analysis and Forecasting