Assessment of scalability indicates that engineering effort becomes largely independent of the number of configurations, while economic evaluation indicates strong return-on-investment potential under typical industrial conditions.
Abstract
This study addresses the growing demand for efficient customization in industrial design by proposing a structured approach to automate Computer Aided Design (CAD) assembly generation and documentation. The objective is to reduce repetitive engineering effort while maintaining consistency and integration within existing digital environments. The methodology combines parametric modelling, configuration-driven design, and Visual Basic for Applications (VBA)-based scripting through CAD Application Programming Interfaces, supported by integration with a Product Lifecycle Management system. A structured data model and reorganised modular CAD architecture enable automated generation of assemblies, selection of configurations, and creation of technical drawings. The approach is validated through an industrial case study involving configurable mechanical assemblies, where performance is evaluated using a quantitative time-based framework. The results show a reduction in total configuration time from 8 to 16 h to approximately 2–3 h, corresponding to an average time saving of 79% and a significant decrease in effective engineering workload. Assessment of scalability indicates that engineering effort becomes largely independent of the number of configurations, while economic evaluation indicates strong return-on-investment potential under typical industrial conditions. The findings confirm that systematic CAD automation can substantially improve productivity and consistency in configuration-driven design processes, provided that parametric models and data structures are properly standardised.
The results indicate that CAD-driven and no-code VR authoring can make assembly DRs more repeatable and more readily integrated into industrial product-development workflows.
Fabio Grandi, Rocco De Ciantis, Tommaso Romoli et al.· The International Journal of...· 0 citations
CAD2TechSpec is presented, a novel framework for automating design processes within computer-aided design (CAD) systems by leveraging multimodal large language models (LLMs) to produce structured JavaScript Object Notation representations of manufacturing workflows.
Maxim Minets, Gregory Krasnozhenov, E. Trofimova et al.· PeerJ Computer Science· 0 citations
Results show that execution alone is insufficient to characterize realistic CAD modeling and that frontier models and agents differ substantially across executability, IoUs, and visual-semantic identity.
Guan-Ling Li, Zhi-Chao Huang, Hui-Mu Yu et al.· 0 citations
Structural solutions for modular buildings targeting design flexibility that assist future disassembly and support a sustainable approach are emerging as the demand for prefabricated structures undergoes a rapid increase coupled with the urban expansion. From this perspective, the project R2U addresses the development...
Maria Clara S. Tomicioli, M. Janković, D. Andrade et al.· ce/papers· 0 citations
BACKGROUND: The challenge of automating Computer-Aided Process Planning (CAPP) in mechanical engineering remains relevant. Existing CAD/CAM systems fail to provide end-to-end design due to insufficient integration, deterministic algorithms, and the disconnect between design and manufacturing data. As a result, process...
D. О. Glazyrina, Yuri A. Gubanov, L. В. Gukova et al.· Труды Санкт-Петербургского г...· 1 citation
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