Department of Applied Chemistry, School of Science and Technology, Meiji University, 1-1-1 Higashi-Mita, Tama-ku, Kawasaki, Kanagawa 214-8571, Japan.
J Chem Inf Model. 2021 Dec 27;61(12):5785-5792. doi: 10.1021/acs.jcim.1c01205. Epub 2021 Dec 13.
Metal-organic frameworks (MOFs) are materials in which metals and organic compounds form crystalline and porous structures. Previous studies have investigated the relationships between the structure properties and physical properties of MOFs through molecular simulations, but the overall relationships in MOFs, including the relationships between the metals and organic components and the experimentally measured physical properties, have not been clarified. In this study, we developed two regression models between three elements in MOFs: the components, structure properties, and gas-adsorption capacities as physical properties. Using a nonlinear regression analysis method, we succeeded in predicting the structure properties from the components and the physical properties from the structure properties.
金属-有机骨架(MOFs)是由金属和有机化合物形成的结晶和多孔结构的材料。之前的研究通过分子模拟研究了 MOFs 的结构特性与物理特性之间的关系,但 MOFs 中包括金属和有机成分之间的关系以及实验测量的物理特性在内的整体关系尚未阐明。在这项研究中,我们开发了 MOFs 中的三个元素(组成成分、结构特性和气体吸附能力作为物理特性)之间的两个回归模型。使用非线性回归分析方法,我们成功地从组成成分预测了结构特性,从结构特性预测了物理特性。