Progress in the theory of x-ray spectroscopy: From quantum chemistry to machine learning and ultrafast dynamics
CD Rankine, TJ Penfold - The Journal of Physical Chemistry A, 2021 - ACS Publications
The development of high-brilliance third-and fourth-generation light sources such as
synchrotrons and X-ray free-electron lasers (XFELs), the emergence of laboratory-based X …
synchrotrons and X-ray free-electron lasers (XFELs), the emergence of laboratory-based X …
Gaining More Insights from Synchrotron-Based X-ray Spectroscopy for Alkali Ion Rechargeable Batteries
S Chen, S Jiao, Q Liang, P Li, J Yin, Q Li… - Analytical …, 2024 - ACS Publications
Alkali ion rechargeable batteries play a significant part in portable electronic devices and
electronic vehicles. The rapid development of renewable energy technology nowadays …
electronic vehicles. The rapid development of renewable energy technology nowadays …
[HTML][HTML] Machine-Learning Strategies for the Accurate and Efficient Analysis of X-ray Spectroscopy
T Penfold, L Watson, C Middleton… - Machine Learning …, 2024 - iopscience.iop.org
Computational spectroscopy has emerged as a critical tool for researchers looking to
achieve both qualitative and quantitative interpretations of experimental spectra. Over the …
achieve both qualitative and quantitative interpretations of experimental spectra. Over the …
Latent representation learning for structural characterization of catalysts
Supervised machine learning-enabled mapping of the X-ray absorption near edge structure
(XANES) spectra to local structural descriptors offers new methods for understanding the …
(XANES) spectra to local structural descriptors offers new methods for understanding the …
Accurate, affordable, and generalizable machine learning simulations of transition metal x-ray absorption spectra using the XANESNET deep neural network
CD Rankine, TJ Penfold - The Journal of Chemical Physics, 2022 - pubs.aip.org
The affordable, accurate, and generalizable prediction of spectroscopic observables plays a
key role in the analysis of increasingly complex experiments. In this article, we develop and …
key role in the analysis of increasingly complex experiments. In this article, we develop and …
Materials characterization: Can artificial intelligence be used to address reproducibility challenges?
Material characterization techniques are widely used to characterize the physical and
chemical properties of materials at the nanoscale and, thus, play central roles in material …
chemical properties of materials at the nanoscale and, thus, play central roles in material …
Towards the automated extraction of structural information from X-ray absorption spectra
X-ray absorption near-edge structure (XANES) spectroscopy is widely used across the
natural sciences to obtain element specific atomic scale insight into the structure of matter …
natural sciences to obtain element specific atomic scale insight into the structure of matter …
Beyond structural insight: a deep neural network for the prediction of Pt L 2/3-edge X-ray absorption spectra
L Watson, CD Rankine, TJ Penfold - Physical Chemistry Chemical …, 2022 - pubs.rsc.org
X-ray absorption spectroscopy at the L2/3 edge can be used to obtain detailed information
about the local electronic and geometric structure of transition metal complexes. By virtue of …
about the local electronic and geometric structure of transition metal complexes. By virtue of …
Toward the Atomic-Level Analysis of Ground-State Electronic Structures of Solid Materials via Prediction from Core-Loss Spectra: A Computational Study in Si
I Takahara, F Uesugi, K Kimoto, K Shibata… - The Journal of …, 2024 - ACS Publications
Local electronic structure in the ground state is essential for understanding the stability and
properties of materials. Core-loss spectroscopy using electron or X-ray provides insights into …
properties of materials. Core-loss spectroscopy using electron or X-ray provides insights into …
Local structure study of the Fe ions in mixed-valence iron (II)-iron (III) metal formate frameworks
E Piskorska-Hommel, A Ciupa-Litwa - Polyhedron, 2022 - Elsevier
Abstract X-ray Absorption Spectroscopy (XAS) methods have been used to study the mixed-
valence iron (II)-iron (III) metal–organic frameworks (MOFs) that undergo order–disorder …
valence iron (II)-iron (III) metal–organic frameworks (MOFs) that undergo order–disorder …