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Related Experiment Video

Updated: Dec 29, 2025

Origami Inspired Self-assembly of Patterned and Reconfigurable Particles
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Stochastic yield catastrophes and robustness in self-assembly.

Florian M Gartner1, Isabella R Graf1, Patrick Wilke1

  • 1Arnold Sommerfeld Center for Theoretical Physics (ASC) and Center for NanoScience (CeNS), Department of Physics, Ludwig-Maximilians-Universität München, München, Germany.

Elife
|February 6, 2020
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Summary

To achieve high self-assembly yield, controlling nucleation is key. Mathematical modeling reveals that while slowing dimerization is robust, slow activation is sensitive to fluctuations, potentially causing yield failure.

Keywords:
mathematical modelingnonephysics of living systemsself-assemblystochastic effectsyield optimization

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Area of Science:

  • Physical Chemistry
  • Materials Science
  • Biophysics

Background:

  • A core principle in self-assembly for high production yield is that nucleation must be significantly slower than growth.
  • The specific mechanisms impeding nucleation are often overlooked, despite their potential impact on self-assembly outcomes.

Purpose of the Study:

  • To analyze the impact of different nucleation delay mechanisms on self-assembly into finite-sized target structures using mathematical modeling.
  • To investigate how stochasticity, particularly demographic fluctuations, affects self-assembly yield under various nucleation control strategies.

Main Methods:

  • Mathematical modeling of self-assembly processes.
  • Analysis of two distinct scenarios for delaying nucleation: slow constituent activation and decreased dimerization rate.
  • Investigation of the role of demographic fluctuations and stochasticity in self-assembly yield.

Main Results:

  • Decreasing the dimerization rate provides a robust method for delaying nucleation.
  • Introducing a slow activation step for constituents leads to sensitivity to demographic fluctuations.
  • Demographic fluctuations can disfavor growth over nucleation, leading to a 'stochastic yield catastrophe' and complete yield suppression.

Conclusions:

  • Stochasticity is a critical limiting factor in self-assembly processes.
  • The specific implementation of the nucleation mechanism significantly influences self-assembly yield, with activation-based delays being particularly susceptible to yield failure.
  • Understanding and controlling nucleation dynamics, including stochastic effects, is crucial for optimizing self-assembly production.