Modeling Swelling of pH-Responsive Microgels: Theory and Simulations

IF 5.1 1区 化学 Q1 POLYMER SCIENCE Macromolecules Pub Date : 2025-02-20 DOI:10.1021/acs.macromol.4c03124
Mariano E. Brito, Ellen Höpner, David Beyer, Christian Holm
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Abstract

Combining a mean-field swelling model─which incorporates the Poisson–Boltzmann cell model for describing the electrostatics of microgels and a Flory–Rehner-based model for describing the polymer network─with the law of mass action to account for chemical reactions, we present a comprehensive swelling model for weakly charged microgels. This model provides an expression for the microgel osmotic pressure, used to determine the equilibrium swelling and, consequently, the net charge of the microgel as a function of reservoir pH, salt concentration, degree of polymerization, and other suspension and microscopic network properties. The model allows us to relate microscopic microgel features with the equilibrium swelling properties. The weak-field limiting case of the Poisson–Boltzmann theory is analyzed, yielding closed formulas. We validate the model against state-of-the-art coarse-grained simulations of a microgel, utilizing molecular dynamics to explore configurational degrees of freedom and the Monte Carlo grand-reaction method to simulate chemical reactions in equilibrium with a pH and salt reservoir. We test the model predictions for equilibrium ionization, size, and net charge against particle-based simulations and experiments. Our findings show that the model accurately describes microgel swelling and net charge over a wide range of pH levels. Although the accuracy decreases for larger salt concentrations, its overall qualitative accuracy makes it a reliable tool for parameter exploration and data interpretation, aiding in the rational design of microgel suspensions.

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来源期刊
Macromolecules
Macromolecules 工程技术-高分子科学
CiteScore
9.30
自引率
16.40%
发文量
942
审稿时长
2 months
期刊介绍: Macromolecules publishes original, fundamental, and impactful research on all aspects of polymer science. Topics of interest include synthesis (e.g., controlled polymerizations, polymerization catalysis, post polymerization modification, new monomer structures and polymer architectures, and polymerization mechanisms/kinetics analysis); phase behavior, thermodynamics, dynamic, and ordering/disordering phenomena (e.g., self-assembly, gelation, crystallization, solution/melt/solid-state characteristics); structure and properties (e.g., mechanical and rheological properties, surface/interfacial characteristics, electronic and transport properties); new state of the art characterization (e.g., spectroscopy, scattering, microscopy, rheology), simulation (e.g., Monte Carlo, molecular dynamics, multi-scale/coarse-grained modeling), and theoretical methods. Renewable/sustainable polymers, polymer networks, responsive polymers, electro-, magneto- and opto-active macromolecules, inorganic polymers, charge-transporting polymers (ion-containing, semiconducting, and conducting), nanostructured polymers, and polymer composites are also of interest. Typical papers published in Macromolecules showcase important and innovative concepts, experimental methods/observations, and theoretical/computational approaches that demonstrate a fundamental advance in the understanding of polymers.
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