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    Flexible simulation framework for polymer-attenuated Coulombic self-assembly

    Philipp Höllmer1,2, Nicole Smina1,*, John P. Marquardt1,*, Michael S. Chen1,2, Steven van Kesteren1,3, Stefano Sacanna1, and Glen M. Hocky1,2,†

    • 1Department of Chemistry, New York University, New York, New York 10003, USA
    • 2Simons Center for Computational Physical Chemistry, New York University, New York, New York 10003, USA
    • 3Department of Information Technology and Electrical Engineering, ETH Zurich, 8092 Zurich, Switzerland

    • *These authors contributed equally to this work.
    • †Contact author: hockyg@nyu.edu

    Phys. Rev. E 114, 035423 – Published 18 September, 2026

    DOI: https://doi.org/10.1103/8grb-432d

    Abstract

    Polymer-Attenuated Coulombic Self-Assembly (PACS) is a flexible experimental approach for generating crystals from simple colloidal building blocks. The central components are charged spherical particles coated with a polymer brush that prevents irreversible aggregation. Whether oppositely charged colloids crystallize, and which structures they form, depends on several factors, including colloid concentration, charge, and size, as well as the salt concentration of the solution. Molecular dynamics (MD) simulations are a powerful tool for predicting the outcomes of PACS assembly experiments and provide particle-level insights into the assembly processes. Here we present an open-source simulation framework, PACSim, that enables MD simulation studies of assembly by PACS across a range of experimentally relevant scenarios. PACSim is built on top of OpenMM, a flexible MD simulation framework that readily supports the implementation of different interaction potentials, as well as integration with other tools such as enhanced-sampling and machine-learning frameworks. We describe the motivation for PACSim, outline its features, report methodological advancements inspired by this framework, and provide examples of its use.

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