M. Hesham El Naggar

Interface-aware adaptive layer-wise physics-informed neural networks for multilayer large-strain consolidation: a benchmark of architectures, training strategies, and trade-offs

Multilayer large-strain consolidation in stratified soils involves nonlinear pore-pressure dissipation, evolving deformation, and material discontinuities, which pose significant challenges for physics-informed neural networks (PINNs). This study develops a layer-wise adaptive PI...