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Title:Combining ToF-SIMS and multivariate analysis to resolve active sites on Ni-based HER catalysts
Authors:ID Finšgar, Matjaž (Author)
ID Varda, Katja Andrina (Author)
ID Kozlica, Dževad (Author)
ID Huš, Matej (Author)
ID Martins, Milena (Author)
ID Strmčnik, Dušan (Author)
Files:URL URL - Source URL, visit https://onlinelibrary.wiley.com/doi/epdf/10.1002/anie.202519929
 
.pdf PDF - Presentation file, download (2,42 MB)
MD5: F7ED85C6707DDFB489832F89B56224E4
 
Language:English
Typology:1.01 - Original Scientific Article
Organization:Logo KI - National Institute of Chemistry
Abstract:Unambiguous identification of active sites in heterogeneous catalysis remains a major challenge, particularly formaterials with ultrathin, chemically mixed surface layers. Here, we demonstrate a generalizable approach that combinestime-of-flight secondary ion mass spectrometry (ToF-SIMS) with multivariate statistical analysis (principal componentanalysis [PCA] and multivariate curve resolution [MCR]) to resolve catalytically relevant motifs at the nanoscale. Using Nielectrodes as a model system, PCA distinguished hydroxide-enriched domains from oxide- and metal-rich regions, whileMCR decomposed depth profiles and 3D images into hydroxide, oxide, and metallic layers with nanometer resolution.A unique secondary-ion fragment, NiO3 H 3− (m/z 108.94), emerged as a marker of hydroxide-rich environments andcorrelated with hydrogen evolution reaction (HER) activity across a series of Ni electrodes. Complementary densityfunctional theory (DFT) calculations revealed that Ni(OH)2 clusters adjacent to metallic Ni offer the most favorable waterdissociation energetics, establishing the structural origin of the marker. While illustrated here for Ni-based HER, thisworkflow provides a broadly applicable framework to isolate and rank near-surface patterns that govern catalytic activity,thereby extending ToF-SIMS from a qualitative probe to a predictive tool for active site identification.
Keywords:HER active sites, multivariate statistical analysis, nickel catalysts, ToF-SIMS
Publication status:Published
Publication version:Version of Record
Publication date:16.02.2026
Year of publishing:2026
Number of pages:str. 1-12
Numbering:Vol. 65, issue 8, [article no.] e19929
PID:20.500.12556/DiRROS-30902 New window
UDC:54
ISSN on article:1521-3773
DOI:10.1002%2Fanie.202519929 New window
COBISS.SI-ID:265392899 New window
Copyright:© 2026 The Author(s). Angewandte Chemie International Edition published by Wiley-VCH GmbH.
Note:Nasl. z nasl. zaslona; Soavtorji: Katja Andrina Varda, Dzevad K. Kozlica, Matej Huš, Milena Martins, and Dušan Strmčnik; Opis vira z dne 20. 1. 2026;
Publication date in DiRROS:08.07.2026
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Downloads:159
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Record is a part of a journal

Title:Angewandte Chemie : international edition
Shortened title:Angew. Chem.
Publisher:Wiley-VCH
ISSN:1521-3773
COBISS.SI-ID:21810181 New window

Document is financed by a project

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:P2-0118-2022
Name:Tekstilna kemija in napredni tekstilni materiali

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:P2-0152-2020
Name:Kemijsko reakcijsko inženirstvo

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:J7-4636
Name:Temeljno razumevanje reakcije tvorbe vodika za novo generacijo elektrokatalizatorjev na osnovi niklja v alkalni in kloralkalni elektrolizi

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:J7-4638-2022
Name:Načrtovanje selektivnih katalitskih postopkov pretvorbe CO2 v etanol – UliSess

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:J2-50058-2023
Name:Sinergijski učinek disperzije žlahtnih kovin in interakcij med kovino in nosilcem v anionsko izmenjevalnih plastovitih kovinskih hidroksidih za učinkovito katalitsko hidrogeniranje CO2

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:J7-50227-2024
Name:Izboljšava učinkovitosti sistemov za pretvorbo in shranjevanje energije s pomočjo 2D modificiranih elektrokemijskih faznih mej

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:J1-70039
Name:Razumevanje osnov degradacije elektrokemijskih faznih mej na atomski ravni

Funder:ARIS - Slovenian Research and Innovation Agency
Project number:I0-0039-2022
Name:Gibanje znanost mladini (IP GZM)

Funder:Republic of Slovenia, the Ministry of Higher Education, Science and Innovation

Funder:EC - European Commission
Funding programme:European Regional Development Fund

Funder:EC - European Commission
Funding programme:NextGenerationEU
Acronym:HyBReED

Licences

License:CC BY-NC-ND 4.0, Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
Link:http://creativecommons.org/licenses/by-nc-nd/4.0/
Description:The most restrictive Creative Commons license. This only allows people to download and share the work for no commercial gain and for no other purposes.
Licensing start date:15.01.2026
Applies to:Version of Record valid from 2026-01-15 Text and Data Mining valid from 2026-01-15

Secondary language

Language:Slovenian
Keywords:aktivne spojine, statistične analize, kataliza niklja


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