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Esmda

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paper · 2026-06-10
Mixed

“We compare model-space and latent-space DA using the ensemble smoother with multiple data assimilation (ESMDA), and demonstrate a key trade-off: model-space updates achieve significant uncertainty reduction but produce geologically unrealistic posterior models, while latent-space updates preserve realism but exhibit limited uncertainty reduction.”

Nonlinear LDM mappings break ensemble Kalman methods: rigorous MCMC/SMC outperfo ↗