In search for working principles using large language models: an experimental study

ABSTRACT: The use of artificial intelligence, especially large language models (LLMs), is increasingly explored to support early system development. This paper evaluates low-threshold LLM-based tools for supporting conceptual design. Through an experiment, two LLM-based tools were compared generating alternative solutions using an existing function model of an electro-mechanical system as input. Functions were provided in natural language and using the Functional Basis. Results show limitations and significant potentials for effective and efficient conceptual design support.

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Publication Details

Journal
Proceedings of the Design Society
Published
2026-07-02
DOI
https://doi.org/10.1017/pds.2026.10591
Primary Topic
Design Education and Practice
Type
article
Field-Weighted Citation Impact
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article

In search for working principles using large language models: an experimental study

Boris Eisenbart, Kilian Gericke, Ute Dietrich, Fabio Hanspach
Proceedings of the Design Society
Design Education and Practice
article

In search for working principles using large language models: an experimental study

Boris Eisenbart, Kilian Gericke, Ute Dietrich, Fabio Hanspach
article en

Abstract

ABSTRACT: The use of artificial intelligence, especially large language models (LLMs), is increasingly explored to support early system development. This paper evaluates low-threshold LLM-based tools for supporting conceptual design. Through an experiment, two LLM-based tools were compared generating alternative solutions using an existing function model of an electro-mechanical system as input. Functions were provided in natural language and using the Functional Basis. Results show limitations and significant potentials for effective and efficient conceptual design support.

Proceedings of the Design SocietyVol. 6
HTW Berlin - University of Applied Sciences (DE), University of Rostock (DE), Swinburne University of Technology (AU)
Openalex Percentile: Top 14%
Design Education and Practice
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In search for working principles using large language models: an experimental study — Boris Eisenbart, Kilian Gericke, et al. · Proceedings of the Design Society (2026) | TGRS Research Map | TGRS