半可降解金属-有机框架作为有前途的水稳定吸附剂被忽视了吗?利用机器学习电位阐明它们的物理和水解性质

IF 15.6 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Yifei Yue, , , Athulya S. Palakkal, , , N. Duane Loh, , and , Jianwen Jiang*, 
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引用次数: 0

摘要

许多金属有机骨架(mof)水稳定性差是制约其实际应用的长期瓶颈。与成分相似的HKUST-1相比,半可降解STAMs (St. Andrews Materials)表现出更强的水稳定性,以及在潮湿条件下更好的吸附性能。然而,STAMs的基本特性在很大程度上仍未被探索。在此,我们利用机器学习电位(MLPs)来模拟具有各种疏水/亲水基团功能化的STAMs的物理和水解性质、水稳定性和吸附。令人鼓舞的是,STAMs预计具有高机械强度和低热容量,这是吸附过程中理想的属性。此外,有缺陷的STAMs比有缺陷的HKUST-1具有更强的机械鲁棒性。通过基于mlp的分子动力学模拟,我们证明了STAMs的cu桨轮即使在高水分负荷下也相对稳定。我们对Cu桨轮的水解机制进行了细致的研究,并首次定量地揭示了在STAMs中,Cu- o键的水解需要比在HKUST-1中更高的能垒,明确地阐明了Cu···OH2相互作用在半可溶STAMs水稳定性中的关键作用。通过基于mlp的蒙特卡罗模拟,STAMs预测的水吸附等温线与实验数据吻合较好。重要的是,具体证明了六边形孔中的水吸附可以通过改变官能团的疏水性来定制,而三角形孔中的吸附则受到很小的影响。除了表明STAMs是有前途的吸附剂之外,我们还为Cu桨轮mof的物理和水解特性提供了新的微观见解。更一般地说,我们的研究结果表明,对于开发新的水稳定mof,结合半溶性是一种有希望但尚未得到充分探索的策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Are Hemilabile Metal–Organic Frameworks Overlooked as Promising Water-Stable Adsorbents? Elucidating Their Physical and Hydrolytic Properties Using Machine-Learned Potentials

Are Hemilabile Metal–Organic Frameworks Overlooked as Promising Water-Stable Adsorbents? Elucidating Their Physical and Hydrolytic Properties Using Machine-Learned Potentials

Are Hemilabile Metal–Organic Frameworks Overlooked as Promising Water-Stable Adsorbents? Elucidating Their Physical and Hydrolytic Properties Using Machine-Learned Potentials

Poor water stability of many metal–organic frameworks (MOFs) is a persistent bottleneck toward their practical applications. Hemilabile STAMs (St. Andrews Materials) demonstrate greater water stability, as well as improved adsorption performance under humid conditions, compared to compositionally similar HKUST-1. Yet, the fundamental properties of STAMs remain largely unexplored. Herein, we leverage machine-learned potentials (MLPs) to simulate physical and hydrolytic properties, water stability and adsorption in STAMs functionalized with various hydrophobic/hydrophilic groups. Encouragingly, STAMs are predicted to exhibit high mechanical strength and low heat capacity, which are desirable attributes in adsorption processes. Moreover, defective STAMs are shown to possess greater mechanical robustness than defective HKUST-1. From MLP-based molecular dynamics simulations, we demonstrate that Cu-paddlewheels of STAMs are relatively stable even at high water loadings. The hydrolysis mechanism of Cu-paddlewheels is examined meticulously, and for the first time, we quantitatively reveal a higher energy barrier is required to hydrolyze Cu–O bonds in STAMs than in HKUST-1, unambiguously elucidating the crucial role of Cu···OH2 interactions in water stability of hemilabile STAMs. From MLP-based Monte Carlo simulations, water adsorption isotherms predicted in STAMs match well with experimental data. Importantly, it is concretely demonstrated that water adsorption in the hexagonal pore can be tailored by modifying the hydrophobicity of functional groups, while adsorption in the triangular pore is affected marginally. Beyond showing that STAMs are promising adsorbents, we provide new microscopic insights into physical and hydrolytic properties in Cu paddlewheel-based MOFs. More generally, our findings suggest that incorporating hemilability is a promising but underexplored strategy for the development of new water-stable MOFs.

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来源期刊
CiteScore
24.40
自引率
6.00%
发文量
2398
审稿时长
1.6 months
期刊介绍: The flagship journal of the American Chemical Society, known as the Journal of the American Chemical Society (JACS), has been a prestigious publication since its establishment in 1879. It holds a preeminent position in the field of chemistry and related interdisciplinary sciences. JACS is committed to disseminating cutting-edge research papers, covering a wide range of topics, and encompasses approximately 19,000 pages of Articles, Communications, and Perspectives annually. With a weekly publication frequency, JACS plays a vital role in advancing the field of chemistry by providing essential research.
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