Author

A. Stein

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Open access Sep 2026

Model-Based Scenario Engineering Using Large Language Models for Vehicle Concept Development

Future-oriented requirements are difficult to capture during the early phases of vehicle concept development because conventional requirements engineering primarily considers current stakeholder needs and system environments. This paper proposes an evidence-based Model-Based Scenario Engineering approach that integrate...

Christian Raulf, Lars Everding, A. Stein et al. · Future Transportation · 0 citations

Open access Jul 2026

Prompt-Strategy-Driven SysML-v2 Artefact Generation Using Large Language Models for Model-Based Systems Engineering

Overall, the findings indicate that LLMs can support early-stage SysML-v2 modelling as human-in-the-loop assistants, while expert validation remains necessary to ensure syntactic correctness, semantic consistency, and domain validity.

A. Stein, Umut Volkan Kizgin, N. Waldmann et al. · Applied Informatics · 2 citations