crossrefComputational Geosciences2026-07-10
Integrating score-based diffusion models with machine learning-enhanced localization for advanced data assimilation in geological carbon storage
Gabriel Serrão Seabra, Nikolaj T. Mücke, Vinicius Luiz Santos Silva, Alexandre A. Emerick, Denis Voskov, Femke C. Vossepoel
Abstract Accurate characterization of subsurface heterogeneity is important for the safe and effective implementation of geological carbon storage (GCS) projects. This paper explores how machine learning methods can enhance data assimilation for GCS with a framework that integrat…