Modeling Swelling of pH-Responsive Microgels: Theory and Simulations

IF 5.2 1区 化学 Q1 POLYMER SCIENCE
Mariano E. Brito, Ellen Höpner, David Beyer and 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.

Abstract Image

ph响应微凝胶的溶胀建模:理论与模拟
将描述微凝胶静电特性的泊松-玻尔兹曼细胞模型和描述聚合物网络的基于flory - rehner的平均场溶胀模型与解释化学反应的质量作用定律相结合,我们提出了一个弱带电微凝胶的综合溶胀模型。该模型提供了微凝胶渗透压的表达式,用于确定平衡膨胀,从而确定微凝胶的净电荷作为储层pH、盐浓度、聚合程度以及其他悬浮液和微观网络性质的函数。该模型使我们能够将微观微凝胶特征与平衡膨胀特性联系起来。分析了泊松-玻尔兹曼理论的弱场极限情况,得到了封闭公式。我们通过最先进的微凝胶粗粒度模拟来验证该模型,利用分子动力学来探索构型自由度,并利用蒙特卡罗大反应方法来模拟pH和盐储层的平衡化学反应。我们对基于粒子的模拟和实验测试了模型对平衡电离、大小和净电荷的预测。我们的研究结果表明,该模型准确地描述了微凝胶在广泛的pH值范围内的膨胀和净电荷。虽然当盐浓度较大时,精度会降低,但其总体定性精度使其成为参数探索和数据解释的可靠工具,有助于合理设计微凝胶悬浮液。
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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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