WISE-FM is a design-aware, physics-informed multi-task foundation model that reduces virtual flow metering error by up to 13x on simulated wells and transfers to real Equinor data with high R-squared values by conditioning on design parameters and enforcing mass conservation.
Modellingflowpatterntransi- tions for steady upward gas-liquid flow in vertical tubes
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WISE-FM:Operation-Aware, Engineering-Informed Foundation Model for Multi-Task Well Design
WISE-FM is a design-aware, physics-informed multi-task foundation model that reduces virtual flow metering error by up to 13x on simulated wells and transfers to real Equinor data with high R-squared values by conditioning on design parameters and enforcing mass conservation.