Alok Dubey

SEP 9, 2026 · PREPRINT

Development and Validation of a Physics-Guided Machine Learning Extrapolation Framework Using a Classical Transient Diffusion Benchmark

arXiv

This is a methodological study using a synthetic benchmark problem with known analytical solutions to develop and test a machine learning extrapolation framework; it does not evaluate clinical or real-world engineering outcomes and does not establish generalizability to actual applications.