output
19942026
most citedMachine learning and deep learning

2.6k citations

Showing 2022Show all

62 papers · 1 filter

physics.chem-ph2022★ 35 cited

Gibbs-Helmholtz Graph Neural Network: capturing the temperature dependency of activity coefficients at infinite dilution

Edgar Ivan Sanchez Medina, Steffen Linke, Martin Stoll +1

The accurate prediction of physicochemical properties of chemical compounds in mixtures (such as the activity coefficient at infinite dilution ) is essential for dev…

cond-mat.soft2022

Circular motion subject to external alignment under active driving: nonlinear dynamics and the circle map

Andreas M. Menzel

Hardly any real self-propelling or actively driven object is perfect. Thus, undisturbed motion will generally not follow straight lines but rather circular trajectories. We here ad…

math.OC2022★ 1 cited

Approximating a flexible beam model in the Loewner framework

A. Zuyev, I. V. Gosea

The paper develops the Loewner approach for data-based modeling of a linear distributed-parameter system. This approach is applied to a controlled flexible beam model coupled with…

math.DS2022★ 20 cited

An Operator Inference Oriented Approach for Mechanical Systems

Yevgeniya Filanova, Igor Pontes Duff, Pawan Goyal +1

Model-order reduction techniques allow the construction of low-dimensional surrogate models that can accelerate engineering design processes. Often, these techniques are intrusive,…

math.RT2022★ 1 cited

A generalization of the Murnaghan-Nakayama rule for --Schur and -Schur functions

Khanh Nguyen Duc

The --Schur functions and -Schur functions appeared in the study of -theoretic and affine Schubert Calculus as polynomial representatives of Schubert classes. In this p…

cond-mat.soft2022★ 4 cited

The role of boundaries for displacements and motion in two-dimensional fluid or elastic films and membranes

Tyler Lutz, Sonja K. Richter, Andreas M. Menzel

Thin fluid or elastic films and membranes are found in nature and technology, for instance, as confinements of living cells or in loudspeakers. When applying a net force, resulting…