Single-atom catalysts (SACs), consisting of individual
metal atoms
dispersed on a support, attract attention due to their unique reactivity,
efficient use of precious metals, and precise chemical tunability.
Characterization of the metal species is crucial to substantiate structure–function
relationships. Authors often useand referees often requireX-ray
absorption spectroscopy (XAS) data to prove the absence
of clustered metal (or metal oxide) structures after pre-treatment
and under in situ or operando conditions. However, there has been
no critical assessment of the limitations of XAS in substantiating
such conclusive statements, which is particularly important given
the potential outsized influence of minority catalyst structures in
dictating catalytic activity. In this article, we quantitatively assess
the detection limits of XAS to identify metal (or metal oxide) clusters
in samples containing predominantly single atoms by modeling the extended
X-ray absorption fine structure (EXAFS) of mixtures of structures.
We identified that a significant fraction of clusters can coexist
with SAC active sites (e.g., ∼10% metallic Pt or ∼40%
oxidized Pt clusters in Pt/CeO2 SACs), while eluding detection
via EXAFS with any statistical significance. To generalize these conclusions,
a descriptor-based screening of bulk metal oxides using a continuous
Cauchy wavelet transform was proposed that suggests certain materials
for which differentiating atomically dispersed metal species and metal
oxide clusters would be infeasible by EXAFS (e.g., ReO
x
). Based on this analysis, we suggest best practices
for the study of SACs using EXAFS and provide recommendations to ensure
that conclusions do not outpace the evidence used to support them.
In this rapidly expanding research area, rigorous characterization
will lead to greater understanding of the behavior of SACs and ultimately
improved catalytic materials.