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Towards Self-Explainable Cyber-Physical Systems

Authors :
Blumreiter, Mathias
Greenyer, Joel
Garcia, Francisco Javier Chiyah
Klös, Verena
Schwammberger, Maike
Sommer, Christoph
Vogelsang, Andreas
Wortmann, Andreas
Publication Year :
2019

Abstract

With the increasing complexity of CPSs, their behavior and decisions become increasingly difficult to understand and comprehend for users and other stakeholders. Our vision is to build self-explainable systems that can, at run-time, answer questions about the system's past, current, and future behavior. As hitherto no design methodology or reference framework exists for building such systems, we propose the MAB-EX framework for building self-explainable systems that leverage requirements- and explainability models at run-time. The basic idea of MAB-EX is to first Monitor and Analyze a certain behavior of a system, then Build an explanation from explanation models and convey this EXplanation in a suitable way to a stakeholder. We also take into account that new explanations can be learned, by updating the explanation models, should new and yet un-explainable behavior be detected by the system.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1908.04698
Document Type :
Working Paper