Accelerated convergence via adiabatic sampling for adsorption and desorption processes.

IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Journal of Chemical Physics Pub Date : 2024-09-14 DOI:10.1063/5.0223486
Caroline Desgranges, Jerome Delhommelle
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Abstract

Under isothermal conditions, phase transitions occur through a nucleation event when conditions are sufficiently close to coexistence. The formation of a nucleus of the new phase requires the system to overcome a free energy barrier of formation, whose height rapidly rises as supersaturation decreases. This phenomenon occurs both in the bulk and under confinement and leads to a very slow kinetics for the transition, ultimately resulting in hysteresis, where the system can remain in a metastable state for a long time. This has broad implications, for instance, when using simulations to predict phase diagrams or screen porous materials for gas storage applications. Here, we leverage simulations in an adiabatic statistical ensemble, known as adiabatic grand-isochoric ensemble (μ, V, L) ensemble, to reach equilibrium states with a greater efficiency than its isothermal counterpart, i.e., simulations in the grand-canonical ensemble. For the bulk, we show that at low supersaturation, isothermal simulations converge slowly, while adiabatic simulations exhibit a fast convergence over a wide range of supersaturation. We then focus on adsorption and desorption processes in nanoporous materials, assess the reliability of (μ, V, L) simulations on the adsorption of argon in IRMOF-1, and demonstrate the efficiency of adiabatic simulations to predict efficiently the equilibrium loading during the adsorption and desorption of argon in MCM-41, a system that exhibits significant hysteresis. We provide quantitative measures of the increased rate of convergence when using adiabatic simulations. Adiabatic simulations explore a wide temperature range, leading to a more efficient exploration of the configuration space.

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通过绝热采样加速吸附和解吸过程的收敛。
在等温条件下,当条件足够接近共存时,相变会通过成核事件发生。新相核的形成需要系统克服形成自由能障,其高度随着过饱和度的降低而迅速升高。这种现象既发生在体相中,也发生在约束条件下,导致转变动力学非常缓慢,最终形成滞后现象,即系统可以长时间保持在一种可转移状态。这具有广泛的影响,例如,在使用模拟预测相图或筛选多孔材料用于气体存储应用时。在这里,我们利用绝热统计集合(即绝热大异相集合 (μ, V, L) 集合)中的模拟来达到平衡态,其效率比等温集合(即大规范集合中的模拟)更高。对于块体,我们表明,在低过饱和度时,等温模拟收敛缓慢,而绝热模拟在广泛的过饱和度范围内表现出快速收敛。然后,我们重点研究了纳米多孔材料中的吸附和解吸过程,评估了 (μ, V, L) 模拟在 IRMOF-1 中吸附氩气的可靠性,并展示了绝热模拟在有效预测 MCM-41 中氩气吸附和解吸过程中平衡负载的效率,MCM-41 是一个表现出明显滞后的系统。我们提供了使用绝热模拟时收敛速度提高的定量指标。绝热模拟探索的温度范围更广,从而能更有效地探索构型空间。
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来源期刊
Journal of Chemical Physics
Journal of Chemical Physics 物理-物理:原子、分子和化学物理
CiteScore
7.40
自引率
15.90%
发文量
1615
审稿时长
2 months
期刊介绍: The Journal of Chemical Physics publishes quantitative and rigorous science of long-lasting value in methods and applications of chemical physics. The Journal also publishes brief Communications of significant new findings, Perspectives on the latest advances in the field, and Special Topic issues. The Journal focuses on innovative research in experimental and theoretical areas of chemical physics, including spectroscopy, dynamics, kinetics, statistical mechanics, and quantum mechanics. In addition, topical areas such as polymers, soft matter, materials, surfaces/interfaces, and systems of biological relevance are of increasing importance. Topical coverage includes: Theoretical Methods and Algorithms Advanced Experimental Techniques Atoms, Molecules, and Clusters Liquids, Glasses, and Crystals Surfaces, Interfaces, and Materials Polymers and Soft Matter Biological Molecules and Networks.
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A classical density functional theory for solvation across length scales. Accelerated convergence via adiabatic sampling for adsorption and desorption processes. Benchmarking the exponential ansatz for the Holstein model. Colloid thermophoresis in surfactant solutions: Probing colloid-solvent interactions through microscale experiments. Electrolytes in conducting nanopores: Revisiting constant charge and constant potential simulations.
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