English

On Safety Assessment of Artificial Intelligence

Artificial Intelligence 2021-05-17 v1 Machine Learning

Abstract

In this paper we discuss how systems with Artificial Intelligence (AI) can undergo safety assessment. This is relevant, if AI is used in safety related applications. Taking a deeper look into AI models, we show, that many models of artificial intelligence, in particular machine learning, are statistical models. Safety assessment would then have t o concentrate on the model that is used in AI, besides the normal assessment procedure. Part of the budget of dangerous random failures for the relevant safety integrity level needs to be used for the probabilistic faulty behavior of the AI system. We demonstrate our thoughts with a simple example and propose a research challenge that may be decisive for the use of AI in safety related systems.

Keywords

Cite

@article{arxiv.2003.00260,
  title  = {On Safety Assessment of Artificial Intelligence},
  author = {Jens Braband and Hendrik Schäbe},
  journal= {arXiv preprint arXiv:2003.00260},
  year   = {2021}
}

Comments

16 pages, 7 figures

R2 v1 2026-06-23T13:58:45.017Z