English

Tuning Colloidal Reactions

Soft Condensed Matter 2025-05-13 v2 Materials Science Statistical Mechanics Biological Physics Computational Physics

Abstract

The precise control of complex reactions is critical for biological processes yet our inability to design for specific outcomes limits the development of synthetic analogues. Here, we leverage differentiable simulators to design nontrivial reaction pathways in colloidal assemblies. By optimizing over external structures, we achieve controlled disassembly and particle release from colloidal shells. Lastly, we characterize the role of configurational entropy in the structure via both forward calculations and optimization, inspiring new parameterizations of designed colloidal reactions.

Keywords

Cite

@article{arxiv.2312.07798,
  title  = {Tuning Colloidal Reactions},
  author = {Ryan Krueger and Ella King and Michael Brenner},
  journal= {arXiv preprint arXiv:2312.07798},
  year   = {2025}
}
R2 v1 2026-06-28T13:49:10.974Z