A Generative Deep Learning Approach for Improving the Mechanical Performance of Structural Components
Nurullah Yüksel,
Hüseyin Rıza Börklü
Abstract:This study aimed to improve the mechanical properties of 3D concept designs by combining the design capability of a generative adversarial network with finite element analysis. This approach offers an innovative perspective on the conditioning of generative models while improving design properties and automation. A new design and evaluation framework has been developed for GAN models to generate 3D models with improved mechanical properties. The framework is an iterative process that includes dataset generatio… Show more
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