2022
DOI: 10.1021/acs.jpclett.2c00628
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Theoretical Perspective on Operando Spectroscopy of Fluxional Nanocatalysts

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Cited by 11 publications
(12 citation statements)
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“…Note that transition metal sub-nanoclusters can exhibit structural flexibility and rich isomerism not accessible to bulk materials, see ref. 67–69 and references therein.…”
Section: Resultsmentioning
confidence: 99%
“…Note that transition metal sub-nanoclusters can exhibit structural flexibility and rich isomerism not accessible to bulk materials, see ref. 67–69 and references therein.…”
Section: Resultsmentioning
confidence: 99%
“…(Photo)­electrochemical processes may lead to the destabilization of thermodynamically stable materials and facilitate the formation of metastable phases. Depending on working conditions, these metastable phases may be short- or long-lived and even define the overall interfacial activity and stability. , Thus, in some cases, material interfaces can be in constant state of dynamic metastability making it challenging to analyze their properties based solely on equilibrium Pourbaix diagrams. Metastable phases may exhibit catalytic activity much higher than that of their thermodynamically stable parent structures, albeit often at the expense of their stability.…”
Section: Discussionmentioning
confidence: 99%
“…More importantly, as we mentioned earlier, it is very difficult to determine the catalytic impact of the structural changes we observe simply from the image, and we expect a significant role of theory to rationalize the underlying processes and the complicated convolution of the different parameters. 57,274 Image-free representations of EM data are thus required to feed computers and to allow for improved causal correlations. The conversion of 2D TEM image stacks into meaningful observables and their representation as multidimensional plots also offer opportunities for novel denoising and reconstruction algorithms, 275 data management, and visualization strategies.…”
Section: Instrumentation Improvements and Methods Developmentmentioning
confidence: 99%
“…In this aspect, we expect that the following data acquisition and analysis approaches will become increasingly integrated into the workflow of future operando experiments: (i) automated sample acquisition routines for large area imaging, (ii) on-the-fly image analysis enabled by machine learning enhanced image segmentation, , and (iii) special software that enables better tracking of metadata such as the imaging conditions, electron dose, and catalysis parameters. More importantly, as we mentioned earlier, it is very difficult to determine the catalytic impact of the structural changes we observe simply from the image, and we expect a significant role of theory to rationalize the underlying processes and the complicated convolution of the different parameters. , Image-free representations of EM data are thus required to feed computers and to allow for improved causal correlations. The conversion of 2D TEM image stacks into meaningful observables and their representation as multidimensional plots also offer opportunities for novel denoising and reconstruction algorithms, data management, and visualization strategies.…”
Section: Perspectives On the Further Directions Of The Fieldmentioning
confidence: 96%