Uncertainty-aware Virtual Sensors for Cyber-Physical Systems

Sen, Sagar; Husom, Erik Johannes; Goknil, Arda; Tverdal, Simeon; Nguyen, Phu Hong
Peer reviewed, Journal article
Accepted version
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URI
https://hdl.handle.net/11250/3128456
Date
2023
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Original version
IEEE Software. 2023, 41 (2), 77-87.   https://doi.org/10.1109/MS.2023.3306873
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.
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Journal
IEEE Software
Copyright
© 2023 The authors/SINTEF