Search Results for author: Juan Manuel Lorenzi

Found 2 papers, 0 papers with code

Active-learning-based non-intrusive Model Order Reduction

no code implementations8 Apr 2022 Qinyu Zhuang, Dirk Hartmann, Hans Joachim Bungartz, Juan Manuel Lorenzi

Different from the intrusive MOR methods, the non-intrusive MOR does not require access to the Full Order Models (FOMs), especially system matrices.

Active Learning GPR +1

Model Order Reduction based on Runge-Kutta Neural Network

no code implementations25 Mar 2021 Qinyu Zhuang, Juan Manuel Lorenzi, Hans-Joachim Bungartz, Dirk Hartmann

The first step is dimension reduction by projection-based method, and the second is the model reconstruction by Neural Network.

Dimensionality Reduction

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