A probabilistic neural emulator of APSIM reproduces 13 maize outputs at R² 0.93, enabling discovery of 181 high-yield trait combinations across 100k configurations and future climates.
Journal of Advances in Modeling Earth Systems 14(11), 2022–003170 (2022)
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From Simulation to Discovery: AI Enabled Probabilistic Emulation of Mechanistic Crop Systems
A probabilistic neural emulator of APSIM reproduces 13 maize outputs at R² 0.93, enabling discovery of 181 high-yield trait combinations across 100k configurations and future climates.