Search Results for author: Eric Knauss

Found 7 papers, 1 papers with code

An investigation of challenges encountered when specifying training data and runtime monitors for safety critical ML applications

no code implementations31 Jan 2023 Hans-Martin Heyn, Eric Knauss, Iswarya Malleswaran, Shruthi Dinakaran

Especially the training data used during the development of ML models have major influences on the later behaviour of the system.

A Compositional Approach to Creating Architecture Frameworks with an Application to Distributed AI Systems

no code implementations27 Dec 2022 Hans-Martin Heyn, Eric Knauss, Patrizio Pelliccione

In this paper, we propose to extend the state of the art on architecture framework by providing a mathematical model for system architectures, which is scalable and supports co-evolution of different aspects for example of an AI system.

Setting AI in context: A case study on defining the context and operational design domain for automated driving

no code implementations27 Jan 2022 Hans-Martin Heyn, Padmini Subbiash, Jennifer Linder, Eric Knauss, Olof Eriksson

[Principal ideas/results] Based on qualitative analysis of data from semi-structured interviews, the case study shows that there is a lack of standardisation for context definitions across the industry, ambiguities in the processes that lead to deriving the ODD, missing documentation of assumptions about the operational context, and a lack of involvement of function developers in the context definition.

Requirement Engineering Challenges for AI-intense Systems Development

no code implementations18 Mar 2021 Hans-Martin Heyn, Eric Knauss, Amna Pir Muhammad, Olof Eriksson, Jennifer Linder, Padmini Subbiah, Shameer Kumar Pradhan, Sagar Tungal

Availability of powerful computation and communication technology as well as advances in artificial intelligence enable a new generation of complex, AI-intense systems and applications.

T-Reqs: Tool Support for Managing Requirements in Large-Scale Agile System Development

1 code implementation7 May 2018 Eric Knauss, Grischa Liebel, Jennifer Horkoff, Rebekka Wohlrab, Rashidah Kasauli, Filip Lange, Pierre Gildert

T-Reqs is a text-based requirements management solution based on the git version control system.

Software Engineering

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