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Design Reduced Order Models (ROMs) For Oilfield Processes in MATLAB | MathWorks Energy Conference 2022

From the series: MathWorks Energy Conference 2022

Mayank Tyagi, Lousiana State University
Derek Stall , Cortec

Design a reduced order model (ROM) for oilfield processes to execute computational fluid dynamics (CFD) across wellbores, pipelines, and risers. In this example, the process follows a data-driven modeling approach to simulate multiphase systems with high accuracy using physics-informed neural networks (PINNs) validated and verified against an equivalent laboratory model.

Published: 22 Mar 2023