Stefano Giani

Dr. Stefano Giani is an Associate Professor in High-Performance Computing within the Department of Engineering at Durham University. His research focuses on Finite Element Methods (FEMs), particularly discontinuous Galerkin methods, and their applications in solid mechanics, fluid dynamics, photonics, and AI-driven systems. He also specializes in Deep Neural Networks for machine monitoring, natural language processing, and CAD analysis.

His work includes advancements in adaptive finite element methods, fracture mechanics, and computational mechanics. He has collaborated extensively on projects involving phase field fracture modeling, topology optimization, and high-order numerical techniques. Notable contributions include hp-adaptive methods for radiative transfer and photonic crystal applications. Dr. Giani supervises research postgraduates in computational mechanics and leads interdisciplinary projects combining AI with traditional engineering methods.

Recent publications highlight innovations in machine learning for fault detection, CAD file analysis, and lecture capture enhancement. His research bridges computational mathematics with real-world engineering challenges, emphasizing both theoretical rigor and practical implementation.