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Uncertainty-Aware Virtual Sensors for Cyber-Physical Systems

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.
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Category

Academic article

Language

English

Affiliation

  • SINTEF Digital / Sustainable Communication Technologies

Year

2023

Published in

IEEE Software

ISSN

0740-7459

Volume

41

Issue

2

Page(s)

77 - 87

View this publication at Norwegian Research Information Repository