2021
DOI: 10.1126/science.abi9828
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Sabatier principle of metal-support interaction for design of ultrastable metal nanocatalysts

Abstract: Rational design of stable nanocatalysts Sintering of nanoparticles is one of the main causes of their catalytic deactivation. Rational design of nanocatalysts that are stable against sintering is a grand challenge in heterogenous catalysis. Hu et al . present kinetic theories for two competing sintering mechanisms, Ostwald ripening and particle migration, which relate the rates of both processes to fundamental interaction energies in metal nanoparticle-support com… Show more

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Cited by 338 publications
(243 citation statements)
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References 53 publications
(42 reference statements)
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“…411 The fast development of the discovery of polymer photocatalysts provides a large database. Utilizing such a large database, AI 412 can also predict the stability issues such as due to the Ostwald ripening, particle migration, and coalescence of the photocatalyst or cocatalyst nanoparticles during the reaction, which will save the time for trial-and-error experimentation and enable lab-to-fab translation.…”
Section: Ammentioning
confidence: 99%
“…411 The fast development of the discovery of polymer photocatalysts provides a large database. Utilizing such a large database, AI 412 can also predict the stability issues such as due to the Ostwald ripening, particle migration, and coalescence of the photocatalyst or cocatalyst nanoparticles during the reaction, which will save the time for trial-and-error experimentation and enable lab-to-fab translation.…”
Section: Ammentioning
confidence: 99%
“…[ 276 ] Li's group reported a new linear scaling principle of the interface interaction between metal and support in the metal nanocatalysts using AI technology, and established the theory of interface interaction controlling the growth dynamics of ultra‐stable nano catalysts. [ 277 ] These advances indicate that the stability of catalysts can be efficiently and precisely predicted by analyzing physicochemical properties of the coordination environment of active sites with the help of AI technology. In this regard, future studies should pay more attention to the stability exploration of MoS 2 ‐based catalysts through AI tools, which is of great significance for the time‐saving design procedures in laboratory and commercial development in industry.…”
Section: Ai‐assisting Designmentioning
confidence: 99%
“…Due to the large surface energy of single atoms, they are prone to agglomeration, resulting in a sharp decline in catalyst activity and stability, which seriously hinders their commercial application. [25] Many studies to date have explored effective ways to overcome the problem of agglomeration, a number of methods have been developed to construct ADMCs, including wet chemistry methods, [7] atomic layer deposition (ALD), [26] metal organic framework (MOF)-derived methods, [27] silica template-assisted pyrolysis methods, [28] post-treatment methods, [29] hydrogen pyrolysis reduction methods, [22] hydrothermal reduction, [30] etc. These approaches are mainly to regulate the microenvironment (coordination structure, electronic structure, etc.)…”
Section: Design and Construction Engineering Of Atomically Dispersed ...mentioning
confidence: 99%