1 citations · 1 across the 7 of their papers we have counts for
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Ranking Competing geologic interpretations via foundation-model-assisted generative hydrologic inversion
Harun Ur Rashid, Daniel O'Malley
High-consequence subsurface decisions often rely on sparse data that permit competing geological interpretations. Determining consistency of these interpretations with the availabl…
Physics-informed reservoir characterization from bulk and extreme pressure events with a differentiable simulator
Harun Ur Rashid, Mingxin Li, Aleksandra Pachalieva +2
Accurate characterization of subsurface heterogeneity is challenging but essential for applications such as reservoir pressure management, geothermal energy extraction and CO,…
Out-of-distribution transfer of PDE foundation models to material dynamics under extreme loading
Mahindra Rautela, Alexander Most, Siddharth Mansingh +9
Most PDE foundation models are pretrained and fine-tuned on fluid-centric benchmarks. Their utility under extreme-loading material dynamics remains unclear. We benchmark out-of-dis…
Differentiable multiphase flow model for physics-informed machine learning in reservoir pressure management
Harun Ur Rashid, Aleksandra Pachalieva, Daniel O'Malley
Accurate subsurface reservoir pressure control is extremely challenging due to geological heterogeneity and multiphase fluid-flow dynamics. Predicting behavior in this setting reli…