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Juan S. Panelo

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#machine learning Preprint May 2026

Uncertainty-aware neural emulation reveals climate-resilient maize traits at scale

A probabilistic neural emulator of APSIM is developed that reproduces key maize growth processes across 13 outputs with high fidelity while reducing simulation time while demonstrating how uncertainty aware emulation transforms mechanistic crop simulation from a computational bottleneck into an on demand discovery engi...

M. Saadati, Juan S. Panelo, G. Visentini et al. · 0 citations

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