High-resolution surface structure determination from bulk X-ray diffraction data
Nirman Chakraborty, Swastik Mondal

TL;DR
This paper presents a novel method to determine high-resolution surface charge density distributions from conventional bulk X-ray diffraction data, enabling surface structure analysis without surface-sensitive techniques.
Contribution
It introduces a new approach using aspherical charge density models to extract surface information from bulk XRD data, complementing existing surface-sensitive methods.
Findings
Validated on boron carbide surface structures
Identified correlation between surface charge density and functionality
Revealed electron deficient centers on certain surfaces
Abstract
The key to most surface phenomenon lies with the surface structure. Particularly it is the charge density distribution over surface that primarily controls overall interaction of the material with external environment. It is generally accepted that surface structure cannot be deciphered from conventional bulk X-ray diffraction data. Thus, when we intend to delineate the surface structure in particular, we are technically compelled to resort to surface sensitive techniques like High Energy Surface X-ray Diffraction (HESXD), Low Energy Electron Diffraction (LEED), Scanning Transmission Electron Microscopy (STEM) and Grazing Incidence Small Angle X-ray Scattering (GISAXS). In this work, using aspherical charge density models of crystal structures in different molecular and extended solids, we show a convenient and complementary way of determining high-resolution experimental surface charge…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsMachine Learning in Materials Science · Electron and X-Ray Spectroscopy Techniques · Surface and Thin Film Phenomena
