Multi-fidelity surrogate with heterogeneous input spaces for modeling melt pools in laser-directed energy deposition

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Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

1. 1Computationally Efficient Prediction of Molten Pool Size in Multi-track Laser Melting via Surrogate Modeling2026
2. 2Multi-fidelity surrogate modeling with low-fidelity auxiliary sampling for fluid flow prediction2026
3. 3Inexpensive high fidelity melt pool models in additive manufacturing using generative deep diffusion2024 · 22 citations
4. 4Physics-informed multi-fidelity modeling of single-track geometry in laser directed energy deposition2026
5. 5An augmented autoregressive nonlinear mapping multi-fidelity surrogate model construction method2026