86 citations · 86 across the 3 of their papers we have counts for
4 papers
Probabilistic Regular Tree Priors for Scientific Symbolic Reasoning
Tim Schneider, Amin Totounferoush, Wolfgang Nowak +1
Symbolic Regression (SR) allows for the discovery of scientific equations from data. To limit the large search space of possible equations, prior knowledge has been expressed in te…
preCICE v2: A Sustainable and User-Friendly Coupling Library
Gerasimos Chourdakis, Kyle Davis, Benjamin Rodenberg +17
preCICE is a free/open-source coupling library. It enables creating partitioned multi-physics simulations by gluing together separate software packages. This paper summarizes the d…
Partitioned Deep Learning of Fluid-Structure Interaction
Amin Totounferoush, Axel Schumacher, Miriam Schulte
We present a partitioned neural network-based framework for learning of fluid-structure interaction (FSI) problems. We decompose the simulation domain into two smaller sub-domains,…
Parallel Machine Learning of Partial Differential Equations
Amin Totounferoush, Neda Ebrahimi Pour, Sabine Roller +1
In this work, we present a parallel scheme for machine learning of partial differential equations. The scheme is based on the decomposition of the training data corresponding to sp…