Electrochemical synthesis of hydrogen peroxide from water and oxygen
H2O2 is important in large-scale industrial processes and smaller on-site activities. The
present industrial route to H2O2 involves hydrogenation of an anthraquinone and O2 …
present industrial route to H2O2 involves hydrogenation of an anthraquinone and O2 …
Machine learning for computational heterogeneous catalysis
P Schlexer Lamoureux, KT Winther… - …, 2019 - Wiley Online Library
Big data and artificial intelligence has revolutionized science in almost every field–from
economics to physics. In the area of materials science and computational heterogeneous …
economics to physics. In the area of materials science and computational heterogeneous …
A review on challenges and successes in atomic-scale design of catalysts for electrochemical synthesis of hydrogen peroxide
S Siahrostami, SJ Villegas… - Acs …, 2020 - ACS Publications
Hydrogen peroxide is a valuable chemical oxidant with a wide range of applications in a
variety of industrial processes, especially in water sanitization. Electrochemical synthesis of …
variety of industrial processes, especially in water sanitization. Electrochemical synthesis of …
Structure-Performance Descriptors and the Role of the Axial Oxygen Atom on M–N4–C Single-Atom Catalysts for Electrochemical CO2 Reduction
J Wang, M Zheng, X Zhao, W Fan - ACS Catalysis, 2022 - ACS Publications
Revealing and characterizing the catalytic sites, along with elucidating a convenient activity
descriptor, can provide essential guidance in determining efficient electrocatalytic catalysts …
descriptor, can provide essential guidance in determining efficient electrocatalytic catalysts …
Intermetallic nanocrystals: syntheses and catalytic applications
At the forefront of nanochemistry, there exists a research endeavor centered around
intermetallic nanocrystals, which are unique in terms of long‐range atomic ordering, well …
intermetallic nanocrystals, which are unique in terms of long‐range atomic ordering, well …
Data‐driven high‐throughput rational design of double‐atom catalysts for oxygen evolution and reduction
Surging interests exist in double‐atom catalysts (DACs), which not only inherit the
advantages of single‐atom catalysts (SACs)(eg, ultimate atomic utilization, high activity, and …
advantages of single‐atom catalysts (SACs)(eg, ultimate atomic utilization, high activity, and …
Determining the adsorption energies of small molecules with the intrinsic properties of adsorbates and substrates
W Gao, Y Chen, B Li, SP Liu, X Liu, Q Jiang - Nature communications, 2020 - nature.com
Adsorption is essential for many processes on surfaces; therefore, an accurate prediction of
adsorption properties is demanded from both fundamental and technological points of view …
adsorption properties is demanded from both fundamental and technological points of view …
High-throughput screening of bimetallic catalysts enabled by machine learning
Z Li, S Wang, WS Chin, LE Achenie… - Journal of Materials …, 2017 - pubs.rsc.org
We present a holistic machine-learning framework for rapid screening of bimetallic catalysts
with the aid of the descriptor-based kinetic analysis. A catalyst database, which contains the …
with the aid of the descriptor-based kinetic analysis. A catalyst database, which contains the …
Machine-Learning-Augmented Chemisorption Model for CO2 Electroreduction Catalyst Screening
X Ma, Z Li, LEK Achenie, H **n - The journal of physical chemistry …, 2015 - ACS Publications
We present a machine-learning-augmented chemisorption model that enables fast and
accurate prediction of the surface reactivity of metal alloys within a broad chemical space …
accurate prediction of the surface reactivity of metal alloys within a broad chemical space …
Applications of machine learning in alloy catalysts: rational selection and future development of descriptors
Z Yang, W Gao - Advanced Science, 2022 - Wiley Online Library
At present, alloys have broad application prospects in heterogeneous catalysis, due to their
various catalytic active sites produced by their vast element combinations and complex …
various catalytic active sites produced by their vast element combinations and complex …