Shear stiffness prediction for shear studs embedded in concrete slab based on physics-informed neural network

Key Points

• Predictive models show the effectiveness of physics-informed neural networks in calculating shear stiffness.
• Key evidence indicates a significant improvement in accuracy, with predictive capabilities enhancing structural integrity assessments.
• Analysis based on physics-informed neural networks demonstrates advanced capabilities in model predictions for concrete shear studs.
• Supports innovative design methods for construction, emphasizing the need for improved accuracy in structural assessments.