A conditional variational autoencoder with mass correction maps ecosystem model parameters to near-steady tracer fields, and using these as spin-up initial values cuts required model years by 50 to 95%.
Metos3D: the marine ecosystem toolkit for optimization and simulation in 3-d – part 1: Simulation package v0.3.2
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Prediction of steady states in a marine ecosystem model by a machine learning technique
A conditional variational autoencoder with mass correction maps ecosystem model parameters to near-steady tracer fields, and using these as spin-up initial values cuts required model years by 50 to 95%.