arXiv · 2508.07204
Reproducibility of high-throughput density-functional-theory calculations
Abstract
While standard computational protocols for density functional theory (DFT) have universal applicability, differences exist in code implementations. Specific applications require manual parameter optimization, whereas high-throughput calculations employ predefined workflows. This paper uses the bandgap as a key property to reveal the impact of computational workflow differences on the reproducibility of high-throughput calculation results. The study proposes basic requirements for ensuring reproducibility: using structures optimised using the same procedure as used to calculate properties and ensuring Brillouin zone (k-point) integration grid accuracy. This research establishes a foundation for the reproducibility of DFT calculations and reliable application of results, which is of great significance for method development and artificial intelligence model training.
Explore related subjects
Keep this discovery
Explore connections, maps & timelines
Chenxi Lu, Musen Li, Jeffrey R. Reimers. 2025-08-10. Reproducibility of high-throughput density-functional-theory calculations. https://arxiv.org/abs/2508.07204
Cite the original work for its findings. Save a collection to share your selection of sources.