Conference Agenda
Overview and details of the sessions of this conference. Please select a date or location to show only sessions at that day or location. Please select a single session for detailed view (with abstracts and downloads if available).
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Special Session: AI Methods for Engineering Design + Digital Transformation in Product Development: Emerging Technologies Between Engineering & Design Location: B8.1.2 Session Chair: Prof. MARINA CARULLI, Politecnico di Milano Session Chair: Dr. EMANUELE GUARDIANI, University of L'Aquila | |
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An LLM-Assisted Approach to Axiomatic Design University of L'Aquila. Department of Industrial and Information Engineering and Economics. Heritechne. Italy Axiomatic Design detects technical contradictions through the analysis of the Design Matrix that makes evident the dependencies between functional requirements (FR) and design parameters (DP). For this purpose, it is required that the set of FR is complete; a missing re- quirement leaves no cell in the matrix, so the conflict to be revealed stays hidden. Requirements cannot be expressed because they are taken for granted, overlooked, or simply unknown, making specification complete- ness hard to guarantee. This paper proposes a method in which a Large Language Model (LLM) assists the designer during each decomposition step by suggesting sub-functions, requirements, and parameters, includ- ing elements that the designer may not have considered. In the proposed approach, the designer validates each suggestion to ensure the final set remains under the designer’s control. The method is demonstrated in an emblematic case study, the western hand saw, where evident contradic- tions can be revealed. This case is compared with the oriental hand saw, which resolves some of these contradictions. A verification across three open-weight LLMs shows that the models reliably replicate the expert’s decomposition and requirement discrimination, correctly distinguishing the two concepts, while the independent filling of the design matrix is the most fragile step; the designer’s judgment remains essential. | |
