Open Access

Intelligent CAD-Based Framework for Automating Design Optimization and Rapid Prototyping in Engineering Systems

4 Center for Intelligent Manufacturing Systems Faculty of Engineering and Technology Universitas Negeri Yogyakarta Yogyakarta 55281, Indonesia

Abstract

The increasing complexity of modern engineering design processes has created a strong demand for intelligent, automated, and integrated Computer-Aided Design (CAD) frameworks capable of bridging the gap between conceptual modeling and rapid prototyping. Traditional CAD workflows remain largely manual, iterative, and time-consuming, particularly in design optimization and manufacturability validation stages. This research proposes an intelligent CAD-based framework that integrates automation, rule-based optimization, and digital prototyping pipelines to enhance engineering system efficiency.

The study synthesizes advancements in automated drafting, CAD model evaluation, and additive manufacturing integration to develop a conceptual architecture that enables real-time design refinement and prototyping readiness. Key contributions include the integration of automated CAD assessment mechanisms, optimization-driven model generation, and seamless CAD-to-manufacturing transition strategies. The framework also considers industrial customization requirements, particularly in product personalization and mass customization environments.

Findings suggest that intelligent CAD systems significantly reduce design iteration cycles, improve manufacturability accuracy, and enhance prototyping efficiency. However, limitations persist in computational cost, system interoperability, and algorithmic adaptability across diverse engineering domains. The study concludes that intelligent CAD frameworks represent a critical step toward fully autonomous engineering design ecosystems.

Keywords

References

3D CAD Software Market Size, Share, Trends and Forecast by Deployment, Application, and Region, 2025-2033. [Electronic resource]
Buric M., Brcic M., Skec S. Towards Automated Drafting in CAD Systems //2021 4th International Conference on Electronics and Electrical Engineering Technology. –2021. –pp. 233-238.
Crăcun R. S., Moroșanu G. A., Teodor V. G. Improving the quality of small pieces made by rapid prototyping //Annals of” Dunarea de Jos” University of Galati, Fascicle V, Technologies in machine building. –2021. –Vol. 39. –pp. 19-24.
Eltaief A. et al. Automated Assessment Tool for 3D Computer-Aided Design Models //Applied Sciences. –2024. –Vol. 14 (11). –p. 4578.
Favi C. et al. A CAD-based design for manufacturing method for casted components //Procedia CIRP. –2021. –Vol. 100. –pp. 235-240.
Manavis A. et al. Digital customization for product design and manufacturing: a case study within the furniture industry //Electronics. –2024. –Vol. 13 (13). –p. 2483.
Peng F. Prototyping to Mass Production: Automated CAD Model and G-Code Optimization Framework for Industrial 3D Printing //2023 9th International Conference on Mechatronics and Robotics Engineering (ICMRE). –IEEE, 2023. –pp. 203-206.

Similar Articles

1-10 of 86

You may also start an advanced similarity search for this article.