RESULTS & DISCUSSIONS

The project successfully demonstrated that integrating GenAI, topology optimization, FEA, and ANN forms a powerful design pipeline. Key outcomes include:

• Significant weight reduction without compromising stiffness or performance.

• Up to 5× improvement in deformation resistance compared to the base model.

• ANN drastically reduced computational time, enabling rapid validation and design iteration.

• Generative approaches enhanced geometric creativity, pushing the design beyond conventional engineering constraints.

• Modal improvements ensure suitability for high-speed machining applications.

The results validate the feasibility of an AI-driven, adaptive, and high-performance fixture system.