Uncertainty-Aware Virtual Sensors for Cyber-Physical Systems

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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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Sen, S., Husom, E. J., Goknil, A., Tverdal, S., & Nguyen, P. (2024). Uncertainty-Aware Virtual Sensors for Cyber-Physical Systems. IEEE Software, 41(2), 77–87. https://doi.org/10.1109/MS.2023.3306873

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