Machine learning-enhanced modelling and experimental analysis of foam-core thermoplastic composites produced via pultrusion
๐️ The Future of Lightweighting: ML-Enhanced Foam-Core Pultrusion Hello, composites community! ๐️ Whether you are a researcher refining resin formulations or a technician monitoring the pultrusion line, you know the struggle: balancing structural stiffness with weight reduction . Foam-core thermoplastic composites are the "Holy Grail" for industries like aerospace and automotive. But pultruding them? That’s a complex dance of heat, pressure, and chemistry. Traditional "trial and error" is slow and expensive. That’s why we’re seeing a massive shift toward Machine Learning (ML)-enhanced modeling combined with rigorous experimental analysis. ๐งฌ๐ป ๐งช The Challenge: Why Pultrusion is Hard Pultrusion is a continuous process, but adding a foam core into a thermoplastic matrix introduces a nightmare of variables: Thermal Management: Thermoplastics require high heat to melt, but too much heat can collapse your foam core. ๐ฅ Impregnation: Getting the resin to fully w...