Abstract
The article presents application of the FreeCAD software and generative artificial intelligence (AI) in the design process regarding exemplary mechanical engineering-related assemblies. Authors have studied how to support a product development and computer-aided (CAD) design phase by the use of generative pre-trained transformer (GPT). Prompting process, that lead to Python language-based code creation in the ChatGPTTM by OpenAI company, was studied from the perspective of 3D assemblies generation in the FreeCAD software. Moreover, authors studied how to improve the basic 3D models by the use of text-based prompts and CAD user improvements of the solid models and discussed the general effectiveness of this approach. It was also separately studied how to automate creation of many parts of the same type by the use of the AI, and apply such CAD libraries in the developed assemblies. The performed research presented selected possibilities of AI-based design process, challenges of the design process and future areas of investigation of AI-based assembly development resulting from the usage of existing GPTs.
References
Badagabettu, A., Yarlagadda, S. S., & Farimani, A. B. (2024). Query2CAD: Generating CAD models using natural language queries (arXiv:2406.00144). arXiv
https://doi.org/10.48550/arXiv.2406.00144
ChatGPT by OpenAI, chatgpt.com (accessed: 29.12.2024)
Deng, H., Khan, S., & Erkoyuncu, J. A. (2024). An Investigation on Utilizing Large Language Model for Industrial Computer-Aided Design Automation. Procedia CIRP, 128, 221–226. https://doi.org/10.1016/j.procir.2024.07.049
FreeCAD, www.freecad.com (accessed: 29.12.2024).
Hunde, B. R., & Woldeyohannes, A. D. (2022). Future prospects of computer-aided design (CAD) – A review from the perspective of artificial intelligence (AI), extended reality, and 3D printing. Results in Engineering, 14, 100478. https://doi.org/10.1016/j.rineng.2022.100478
Kapsalis, T. (2024). CADgpt: Harnessing Natural Language Processing for 3D Modelling to Enhance Computer-Aided Design Workflows (arXiv:2401.05476). arXiv
https://doi.org/10.48550/arXiv.2401.05476
Li, X., Sun, Y., & Sha, Z. (2024, November 13). LLM4CAD: Multi-Modal Large Language Models for 3D Computer-Aided Design Generation. ASME 2024 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. https://doi.org/10.1115/DETC2024-143740
Sarker, I. H. (2022). AI-Based Modeling: Techniques, Applications and Research Issues Towards Automation, Intelligent and Smart Systems. SN Computer Science, 3(2), 158. https://doi.org/10.1007/s42979-022-01043-x