Physics encoded blocks in residual neural network architectures for digital twin models. - Muhammad Saad Zia; Corentin Houpert; Ashiq Anjum; Lu Liu 001; Anthony Conway; Anasol Peña-Ríos (Mach. Learn., 2025)