activity
20122024
most citedExplainable artificial intelligence for mechanics: physics-informing neural networks for constitutive models

6 citations · 13 across the 6 of their papers we have counts for

collaborators

6 papers

cond-mat.mtrl-sci2024

ML-extendable framework for multiphysics-multiscale simulation workflow and data management using Kadi4Mat

Somnath Bharech, Yangyiwei Yang, Michael Selzer +2

As material modeling and simulation has become vital for modern materials science, research data with distinctive physical principles and extensive volume are generally required fo…

cs.SE2022★ 3 cited

Evaluation of tools for describing, reproducing and reusing scientific workflows

Philipp Diercks, Dennis Gläser, Ontje Lünsdorf +3

In the field of computational science and engineering, workflows often entail the application of various software, for instance, for simulation or pre- and postprocessing. Typicall…

cs.LG2021★ 6 cited

Explainable artificial intelligence for mechanics: physics-informing neural networks for constitutive models

Arnd Koeppe, Franz Bamer, Michael Selzer +2

(Artificial) neural networks have become increasingly popular in mechanics to accelerate computations with model order reduction techniques and as universal models for a wide varie…

physics.flu-dyn2018★ 2 cited

Breakup of liquid jets and the formation of satellite and subsatellite droplets

Fei Wang, Oleg Tschukin, Gabriel Cadilha Marques +3

A spontaneous breakup of a liquid jet results in the formation of a chain of droplets, which is a daily observed phenomenon, such as in the raining process and under an open water-…

cs.SE2018★ 2 cited

Experience Report: Formal Methods in Material Science

Bernhard Beckert, Britta Nestler, Moritz Kiefer +2

Increased demands in the field of scientific computation require that algorithms be more efficiently implemented. Maintaining correctness in addition to efficiency is a challenge t…

physics.geo-ph2012

Phase-field study of grain boundary tracking behavior in crack-seal microstructures

Kumar Ankit, Britta Nestler, Michael Selzer +1

In order to address the growth of crystals in veins, a multiphase-field model is used to capture the dynamics of crystals precipitating from a super-saturated solution. To gain a d…