Shimon Fridkin

Physics-Informed Digital Twins in Computational Engineering: a PRISMA-ScR Review of Physics-Informed Learning, Neural Operators, Uncertainty Quantification, Real-Time Updating, and Deployment Readiness

This scoping review synthesizes six research questions on physics-informed learning, neural operators, uncertainty quantification, data assimilation, application-domain maturity, and evidence-informed method selection and converts the critical synthesis into method-selection guidance while preserving negative, conflict...