Verified physics-constrained PyTorch surrogate for fast prediction of one-dimensional reactive contaminant transport fields.
machine-learning deep-learning neural-network reproducible-research pytorch open-science water-quality partial-differential-equations computational-science reactive-transport contaminant-transport scientific-machine-learning surrogate-model numerical-simulation environmental-modeling advection-diffusion physics-constrained-machine-learning
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Updated
Sep 1, 2026 - Python