output
19952026
most citedExplainable Machine Learning for Scientific Insights and Discoveries

1k citations

50 papers

cond-mat.mtrl-sci2026

Flexible Cutoff Learning: Optimizing Machine Learning Potentials After Training

Rick Oerder, Jan Hamaekers

We introduce Flexible Cutoff Learning (FCL), a method for training machine learning interatomic potentials (MLIPs) whose cutoff radii can be adjusted after training. Unlike convent…

cs.CE2024★ 1 cited

A Multiscale Fracture Model using Peridynamic Enrichment of Finite Elements within an Adaptive Partition of Unity: Experimental Validation

Matthias Birner, Patrick Diehl, Robert Lipton +1

Partition of unity methods (PUM) are of domain decomposition type and provide the opportunity for multiscale and multiphysics numerical modeling. Within the PUM global-local enrich…

nlin.AO2024★ 2 cited

Resonant Solitary States in Complex Networks

Jakob Niehues, Serhiy Yanchuk, Rico Berner +3

Partially synchronized solitary states occur frequently when a synchronized system of networked oscillators is perturbed locally. Several asymptotic states of different frequencies…

cs.NE2023

Studying Evolutionary Solution Adaption Using a Flexibility Benchmark Based on a Metal Cutting Process

Leo Francoso Dal Piccol Sotto, Sebastian Mayer, Hemanth Janarthanam +2

We consider optimizing for different production requirements from the viewpoint of a bio-inspired framework for system flexibility that allows us to study the ability of an algorit…

nlin.AO2023★ 9 cited

A Framework for Synthetic Power System Dynamics

Anna Büttner, Anton Plietzsch, Mehrnaz Anvari +1

The paper is published in Chaos. Please refer to the Chaos version from now on. Anna Büttner, Anton Plietzsch, Mehrnaz Anvari, Frank Hellmann; A framework for synthetic power syste…

nlin.AO2023★ 61 cited

Perspectives on adaptive dynamical systems

Jakub Sawicki, Rico Berner, Sarah A. M. Loos +21

Adaptivity is a dynamical feature that is omnipresent in nature, socio-economics, and technology. For example, adaptive couplings appear in various real-world systems like the powe…