27 citations · 27 across the 3 of their papers we have counts for
4 papers
Patient-specific prediction of regional lung mechanics in ARDS patients with physics-based models: a validation study
Maximilian Rixner, Maximilian Ludwig, Matthias Lindner +9
The choice of lung protective ventilation settings for mechanical ventilation has a considerable impact on patient outcome, yet identifying optimal ventilatory settings for individ…
In silico high-resolution whole lung model to predict the locally delivered dose of inhaled drugs
Maximilian J. Grill, Jonas Biehler, Karl-Robert Wichmann +8
The big crux with drug delivery to human lungs is that the delivered dose at the local site of action is unpredictable and very difficult to measure, even a posteriori. It is highl…
Self-supervised optimization of random material microstructures in the small-data regime
Maximilian Rixner, Phaedon-Stelios Koutsourelakis
While the forward and backward modeling of the process-structure-property chain has received a lot of attention from the materials community, fewer efforts have taken into consider…
A probabilistic generative model for semi-supervised training of coarse-grained surrogates and enforcing physical constraints through virtual observables
Maximilian Rixner, Phaedon-Stelios Koutsourelakis
The data-centric construction of inexpensive surrogates for fine-grained, physical models has been at the forefront of computational physics due to its significant utility in many-…