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Computational design of energy‐related materials: From first‐principles calculations to machine learning
Energy‐related materials are crucial for advancing energy technologies, improving
efficiency, reducing environmental impacts, and supporting sustainable development …
efficiency, reducing environmental impacts, and supporting sustainable development …
[HTML][HTML] Algorithmic efficiency in convex hull computation: Insights from 2d and 3d implementations
This study examines various algorithms for computing the convex hull of a set of n points in a
d-dimensional space. Convex hulls are fundamental in computational geometry and are …
d-dimensional space. Convex hulls are fundamental in computational geometry and are …
Accelerating structure search using atomistic graph-based classifiers
AM Slavensky, B Hammer - The Journal of Chemical Physics, 2024 - pubs.aip.org
We introduce an atomistic classifier based on a combination of spectral graph theory and a
Voronoi tessellation method. This classifier allows for the discrimination between structures …
Voronoi tessellation method. This classifier allows for the discrimination between structures …
Covariant Jacobi-Legendre expansion for total energy calculations within the projector augmented wave formalism
Machine-learning models can be trained to predict the converged electron charge density of
a density functional theory (DFT) calculation. In general, the value of the density at a given …
a density functional theory (DFT) calculation. In general, the value of the density at a given …
Dual feature-based and example-based explanation methods
A Konstantinov, B Kozlov, S Kirpichenko… - Frontiers in Artificial …, 2025 - frontiersin.org
A new approach to the local and global explanation based on selecting a convex hull
constructed for the finite number of points around an explained instance is proposed. The …
constructed for the finite number of points around an explained instance is proposed. The …