Laulainen Joonatan E M, Johnstone Duncan N, Bogachev Ivan, Longley Louis, Calahoo Courtney, Wondraczek Lothar, Keen David A, Bennett Thomas D, Collins Sean M, Midgley Paul A
Department of Materials Science and Metallurgy, University of Cambridge, 27 Charles Babbage Road, Cambridge CB3 0FS, UK.
Otto Schott Institute of Materials Research, Friedrich Schiller University Jena, Fraunhoferstrasse 6, 07743 Jena, Germany.
Nanoscale. 2022 Nov 17;14(44):16524-16535. doi: 10.1039/d2nr03791b.
Characterization of nanoscale changes in the atomic structure of amorphous materials is a profound challenge. Established X-ray and neutron total scattering methods typically provide sufficient signal quality only over macroscopic volumes. Pair distribution function analysis using electron scattering (ePDF) in the scanning transmission electron microscope (STEM) has emerged as a method of probing nanovolumes of these materials, but inorganic glasses as well as metal-organic frameworks (MOFs) and many other materials containing organic components are characteristically prone to irreversible changes after limited electron beam exposures. This beam sensitivity requires 'low-dose' data acquisition to probe inorganic glasses, amorphous and glassy MOFs, and MOF composites. Here, we use STEM-ePDF applied at low electron fluences (10 e Å) combined with unsupervised machine learning methods to map changes in the short-range order with 5 nm spatial resolution in a composite material consisting of a zeolitic imidazolate framework glass ZIF-62 and a 0.67([NaO][PO])-0.33([AlO][AlF]) inorganic glass. STEM-ePDF enables separation of MOF and inorganic glass domains from atomic structure differences alone, showing abrupt changes in atomic structure at interfaces with interatomic correlation distances seen in X-ray PDF preserved at the nanoscale. These findings underline that the average bulk amorphous structure is retained at the nanoscale in the growing family of MOF glasses and composites, a previously untested assumption in PDF analyses crucial for future non-crystalline nanostructure engineering.
表征非晶态材料原子结构中的纳米级变化是一项极具挑战性的任务。现有的X射线和中子全散射方法通常仅在宏观体积上能提供足够的信号质量。在扫描透射电子显微镜(STEM)中使用电子散射的对分布函数分析(ePDF)已成为探测这些材料纳米体积的一种方法,但无机玻璃以及金属有机框架(MOF)和许多其他含有有机成分的材料在有限的电子束照射后通常容易发生不可逆变化。这种束敏感性要求采用“低剂量”数据采集来探测无机玻璃、非晶态和玻璃态MOF以及MOF复合材料。在这里,我们将低电子通量(10 e Å)下应用的STEM - ePDF与无监督机器学习方法相结合,以5 nm的空间分辨率绘制由沸石咪唑酯框架玻璃ZIF - 62和0.67([NaO][PO]) - 0.33([AlO][AlF])无机玻璃组成的复合材料中短程有序的变化。STEM - ePDF仅通过原子结构差异就能分离MOF和无机玻璃域,显示出界面处原子结构的突然变化,且X射线PDF中所见的原子间相关距离在纳米尺度上得以保留。这些发现强调,在不断发展的MOF玻璃和复合材料家族中,平均体相非晶结构在纳米尺度上得以保留,这是PDF分析中一个此前未经检验的假设,对未来的非晶态纳米结构工程至关重要。