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20242026
most citedOnline learning of quadratic manifolds from streaming data for nonlinear dimensionality reduction and nonlinear model reduction

1 citations · 1 across the 4 of their papers we have counts for

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math.NA2026

Streaming Operator Inference for Model Reduction of Large-Scale Dynamical Systems

Tomoki Koike, Prakash Mohan, Marc T. Henry de Frahan +2

Projection-based model reduction enables efficient simulation of complex dynamical systems by constructing low-dimensional surrogate models from high-dimensional data. The Operator…

math.NA2024★ 1 cited

Online learning of quadratic manifolds from streaming data for nonlinear dimensionality reduction and nonlinear model reduction

Paul Schwerdtner, Prakash Mohan, Aleksandra Pachalieva +3

This work introduces an online greedy method for constructing quadratic manifolds from streaming data, designed to enable in-situ analysis of numerical simulation data on the Petab…