Combining physics-based and data-driven techniques for reliable hybrid analysis and modeling using the corrective source term approach

no code implementations • 7 Jun 2022 • Sindre Stenen Blakseth, Adil Rasheed, Trond Kvamsdal, Omer San

In the current work, we demonstrate how a hybrid approach combining the best of PBM and DDM can result in models which can outperform them both.

Deep neural network enabled corrective source term approach to hybrid analysis and modeling

no code implementations • 24 May 2021 • Sindre Stenen Blakseth, Adil Rasheed, Trond Kvamsdal, Omer San

In this work, we introduce, justify and demonstrate the Corrective Source Term Approach (CoSTA) -- a novel approach to Hybrid Analysis and Modeling (HAM).