Dilute alloys based on Au, Ag, or Cu for efficient catalysis: from synthesis to active sites

JD Lee, JB Miller, AV Shneidman, L Sun… - Chemical …, 2022 - ACS Publications
The development of new catalyst materials for energy-efficient chemical synthesis is critical
as over 80% of industrial processes rely on catalysts, with many of the most energy-intensive …

How machine learning can accelerate electrocatalysis discovery and optimization

SN Steinmann, Q Wang, ZW Seh - Materials Horizons, 2023 - pubs.rsc.org
Advances in machine learning (ML) provide the means to bypass bottlenecks in the
discovery of new electrocatalysts using traditional approaches. In this review, we highlight …

Insights into ionic liquids: From Z-bonds to quasi-liquids

Y Wang, H He, C Wang, Y Lu, K Dong, F Huo, S Zhang - Jacs Au, 2022 - ACS Publications
Ionic liquids (ILs) hold great promise in the fields of green chemistry, environmental science,
and sustainable technology due to their unique properties, such as a tailorable structure, the …

Development of Deep Potentials of Molten MgCl2–NaCl and MgCl2–KCl Salts Driven by Machine Learning

T Xu, X Li, Y Wang, Z Tang - ACS Applied Materials & Interfaces, 2023 - ACS Publications
Molten MgCl2-based chlorides have emerged as potential thermal storage and heat transfer
materials due to high thermal stabilities and lower costs. In this work, deep potential …

Transferable Deep Learning Potential Reveals Intermediate-Range Ordering Effects in LiF–NaF–ZrF4 Molten Salt

R Chahal, S Roy, M Brehm, S Banerjee, V Bryantsev… - JACS Au, 2022 - ACS Publications
LiF–NaF–ZrF4 multicomponent molten salts are promising candidate coolants for advanced
clean energy systems owing to their desirable thermophysical and transport properties …

Solving the structure of “single-atom” catalysts using machine learning–assisted XANES analysis

S Xiang, P Huang, J Li, Y Liu, N Marcella… - Physical Chemistry …, 2022 - pubs.rsc.org
“Single-atom” catalysts (SACs) have demonstrated excellent activity and selectivity in
challenging chemical transformations such as photocatalytic CO2 reduction. For …

Catalytic alkali and transition metal cations to produce low-emission hydrogen from methane pyrolysis

A Sheil, M Konarova, S Smart - ACS Sustainable Chemistry & …, 2023 - ACS Publications
Methane pyrolysis provides an opportunity to utilize abundant fossil fuel resources to
produce high quantities of hydrogen with low CO2 emissions. Using a catalytic molten salt …

Speciation of Nanocatalysts Using X-ray Absorption Spectroscopy Assisted by Machine Learning

PK Routh, N Marcella, AI Frenkel - The Journal of Physical …, 2023 - ACS Publications
The structure and morphology of supported nanoparticle catalysts play important roles in
many industrial reactions. Recent progress has identified key aspects of structure–activity …

Chemistry dissolved in ionic liquids. A theoretical perspective

B Kirchner, J Blasius, V Alizadeh… - The Journal of …, 2022 - ACS Publications
The theoretical treatment of ionic liquids must focus now on more realistic models while at
the same time keeping an accurate methodology when following recent ionic liquids …

Facile and rapid synthesis of hierarchical LDHs array by universal molten salt with bound water toward efficient oxygen evolution electrocatalysis

Y Chen, Y Cui, G Qian - Chemical Engineering Journal, 2023 - Elsevier
Layered double hydroxide (LDH) is a kind of intensive used and highly efficient
electrocatalyst. However, the traditional ways to prepare LDHs are time-consuming and …