Three-Parameter Crystal-Structure Prediction for sp-d-Valent Compounds
Source abstract
Abstract
We present a three-dimensional structure-map based on experimental data for compounds that contain sp -block elements and transition metals. The map predicts the correct crystal structure with a probability of 86% and has a confidence of better than 98% that the correct crystal structure is among three predicted crystal structures. The three descriptors of the structure map are physically intuitive functions of the number of valence electrons, atomic volume, and electronegativity of the constituent elements. We test the structure map against standard density-functional theory calculations for 1:1 sp - d -valent compounds and show that our three-parameter model has a comparable predictive power. We demonstrate the application of the structure map in conjunction with density-functional theory calculations.
Source: openalex_inverted_index · Quality: baseline
Research context
OpenAlex topics: Machine Learning in Materials Science · X-ray Diffraction in Crystallography · Crystallography and molecular interactions
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Atomistic Modelling and Simulation, ICAMS, Ruhr-Universität Bochum, Universitätsstrasse 150, 44780 Bochum, Germany
Funding
Stiftung Mercator GmbH
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