Reproducible hybrid mGFD-machine-learning defect correction for two-dimensional reactive contaminant transport, with trained PyTorch models, held-out validation, and an irregular-geometry audit.
python machine-learning reproducible-research pytorch open-science neural-networks partial-differential-equations two-dimensional hybrid-modeling numerical-simulations reactive-transport contaminant-transport scientific-machine-learning groundwater-modeling environmental-modeling generalized-finite-differences defect-correction meshless-methods mgfd advection-dispersion-reaction
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Updated
Sep 2, 2026 - Python