Using a diffusion-model prior guided by Aki-Richards physics, the authors invert seismic angle-stack data for elastic parameters and show the method's uncertainty estimates are systematically overconfident compared with a closed-form Bayesian reference.
Monitoring of CO _2 injected at Sleipner using time-lapse seismic data
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Estimation of Elastic Parameters with Guidance-based Diffusion model
Using a diffusion-model prior guided by Aki-Richards physics, the authors invert seismic angle-stack data for elastic parameters and show the method's uncertainty estimates are systematically overconfident compared with a closed-form Bayesian reference.