Konferenzen und Rahmenprogramm
Using Deep Neural Networks (DNN) in Safety-critical IEC 61508 Compliant Applications
Increasingly used in industrial applications from sensor signal preprocessing to predictive maintenance analysis, Deep Neural Networks (DNNs) can potentially be part of safety-critical final applications. While existing literature explores similar scenarios in the automotive safety domain, no specific work is available for industrial applications which have both different applicable safety standards (IEC 61508 vs ISO 26262) and implementation paradigms (software vs hardware). In this paper we will give a full, exhaustive survey of all the considerations related to the use of software-implemented DNN solutions in a IEC 61508-compliant final application based on a general-purpose microcontroller. Existing issues and limitations in regards to compliance and regulatory requirements will be highlighted. Finally, potential research and methodology vectors requiring further investigation will be discussed.
--- Datum: 25.02.2020 Uhrzeit: 16:30 - 17:00 Uhr Ort: Conference Counter NCC Ost