Nanoparticle–polymer coupling in magnetic gels studied by means of computer simulations and experiments

R Rebecca Stephan (Institute for Computational Physics, University of Stuttgart 1 , 70569 Stuttgart,) S Surojit Ranoo (Institute of Physical Chemistry, Department of Chemistry, University of Cologne 2 , D-50939 Cologne,) P Patrick Kreissl (Institute for Computational Physics, University of Stuttgart 1 , 70569 Stuttgart,) C Chinmay Pabshettiwar (Institute for Computational Physics, University of Stuttgart 1 , 70569 Stuttgart,) J Jessica Kubis (Institute of Physical Chemistry, Department of Chemistry, University of Cologne 2 , D-50939 Cologne,) C Christian Holm (Institute for Computational Physics, University of Stuttgart , D-70569 Stuttgart,) A Annette M. Schmidt (Institute of Physical Chemistry, Department of Chemistry, University of Cologne 2 , D-50939 Cologne,) R Regine von Klitzing (Institute for Condensed Matter Physics, Technical University of Darmstadt 4 , 64289 Darmstadt,) R Rudolf Weeber (Institute for Computational Physics, University of Stuttgart 1 , 70569 Stuttgart,)

Abstract

Magnetic gels are soft hydrogels with incorporated magnetic nanoparticles, combining viscoelastic properties with responsiveness to magnetic fields. In many experimentally relevant systems, the nanoparticles are not covalently attached to the polymer network but are instead physically trapped within its meshes. Despite this weak mechanical coupling, experiments reveal signatures of hindered rotational dynamics. Here, we investigate the microscopic origin of this behavior by combining experiments on polyacrylamide hydrogels loaded with cobalt ferrite nanoparticles with simulations that explicitly account for polymers, nanoparticles, and hydrodynamic interactions. We probe the nanoparticle–polymer coupling by exploring the systems’ magnetic AC susceptibility—a quantity that is accessible both by experiment and in simulations, and that is sensitive to rotational dynamics. Experimentally, we observe a reduced low-frequency susceptibility, indicating partial orientational blocking of the nanoparticles, even in the absence of covalent bonding. Simulations show that this behavior cannot be explained by hydrodynamic coupling or isotropic van der Waals-like interactions alone. Instead, our results demonstrate that a degree of preferential attachment of polymers to spots on the nanoparticle surface—arising from chemical or topographical heterogeneity—is essential to reproduce the experimentally observed response.

Article Details

Volume / Issue Vol. 164, Issue 17
Published May 07, 2026
ISSN 0021-9606
Publisher American Institute of Physics

Journal Info

The Journal of Chemical Physics

American Institute of Physics

ISSN: 0021-9606 Physical Sciences

Authors (9)

R

Rebecca Stephan

Institute for Computational Physics, University of Stuttgart 1 , 70569 Stuttgart,

S

Surojit Ranoo

Institute of Physical Chemistry, Department of Chemistry, University of Cologne 2 , D-50939 Cologne,

P

Patrick Kreissl

Institute for Computational Physics, University of Stuttgart 1 , 70569 Stuttgart,

C

Chinmay Pabshettiwar

Institute for Computational Physics, University of Stuttgart 1 , 70569 Stuttgart,

J

Jessica Kubis

Institute of Physical Chemistry, Department of Chemistry, University of Cologne 2 , D-50939 Cologne,

C

Christian Holm

Institute for Computational Physics, University of Stuttgart , D-70569 Stuttgart,

A

Annette M. Schmidt

Institute of Physical Chemistry, Department of Chemistry, University of Cologne 2 , D-50939 Cologne,

R

Regine von Klitzing

Institute for Condensed Matter Physics, Technical University of Darmstadt 4 , 64289 Darmstadt,

R

Rudolf Weeber

Institute for Computational Physics, University of Stuttgart 1 , 70569 Stuttgart,