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  Revealing the structure of the active sites for the electrocatalytic CO2 reduction to Co over Co single atom catalysts using operando XANES and machine learning

Martini, A., Timoshenko, J., Rüscher, M., Hursán, D., Monteiro, M. C. O., Liberra, E., et al. (2024). Revealing the structure of the active sites for the electrocatalytic CO2 reduction to Co over Co single atom catalysts using operando XANES and machine learning. Journal of Synchrotron Radiation, 31(4), 741-750. doi:10.1107/S1600577524004739.

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Journal of Synchrotron Radiation - 2024 - Martini - Revealing the structure of the active sites for the electrocatalytic.pdf (Publisher version), 8MB
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Journal of Synchrotron Radiation - 2024 - Martini - Revealing the structure of the active sites for the electrocatalytic.pdf
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 Creators:
Martini, Andrea1, Author                 
Timoshenko, Janis1, Author                 
Rüscher, Martina1, Author           
Hursán, Dorottya1, Author                 
Monteiro, Mariana C. O.1, Author                 
Liberra, Eric1, Author           
Roldan Cuenya, Beatriz1, Author                 
Affiliations:
1Interface Science, Fritz Haber Institute, Max Planck Society, ou_2461712              

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 Abstract: Transition-metal nitrogen-doped carbons (TM-N-C) are emerging as a highly
promising catalyst class for several important electrocatalytic processes,
including the electrocatalytic CO2 reduction reaction (CO2RR). The unique local environment around the singly dispersed metal site in TM-N-C catalysts is likely to be responsible for their catalytic properties, which differ significantly from those of bulk or nanostructured catalysts. However, the identification of the actual working structure of the main active units in TM-N-C remains a
challenging task due to the fluctional, dynamic nature of these catalysts, and
scarcity of experimental techniques that could probe the structure of these materials under realistic working conditions. This issue is addressed in this work and the local atomistic and electronic structure of the metal site in a Co–N–C catalyst for CO2RR is investigated by employing time-resolved operando X-ray
absorption spectroscopy (XAS) combined with advanced data analysis techniques. This multi-step approach, based on principal component analysis, spectral decomposition and supervised machine learning methods, allows the contributions of several co-existing species in the working Co–N–C catalysts to be decoupled, and their XAS spectra deciphered, paving the way for understanding the CO2RR mechanisms in the Co–N–C catalysts, and further optimization of this class of electrocatalytic systems.

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Language(s): eng - English
 Dates: 2024-03-082024-05-212024-06-242024-07
 Publication Status: Issued
 Pages: 10
 Publishing info: -
 Table of Contents: -
 Rev. Type: Peer
 Identifiers: DOI: 10.1107/S1600577524004739
 Degree: -

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Title: Journal of Synchrotron Radiation
  Abbreviation : J. Synchrotron Radiat.
Source Genre: Journal
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Publ. Info: Wiley-Blackwell on behalf of the IUCr
Pages: 10 Volume / Issue: 31 (4) Sequence Number: - Start / End Page: 741 - 750 Identifier: ISSN: 1600-5775
ISSN: 0909-0495
CoNE: https://pure.mpg.de/cone/journals/resource/954925562624