nonlinear manifolds 1offline-online decomposition 1parameterized pdes 1reduced-order modeling 1residual-based training 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CE2026
scikit-rom: An Open-Source Python Platform for Teaching and Prototyping Projection-Based Reduced-Order Modeling
Suparno Bhattacharyya, Ali Syed, Jian Tao +1
Projection-based reduced-order modeling (ROM) has become a cornerstone technique for accelerating parameter-intensive engineering simulations, yet the methodology remains challengi…
math.NA2026
Residual-Driven Lifting Identification for Nonlinear-Manifold Reduced-Order Models of Parametrized Linear PDEs
Francesco A. B. Silva, Jean C. Ragusa, Theron Guo +1
The paper proposes a residual-driven method to train nonlinear-manifold reduced-order models for parametrized linear PDEs by identifying the lifting map without using high‑fidelity…