articleMaterials Genome Engineering AdvancesAug 3, 2025DIAMOND OA

GPUMD 4.0: A high‐performance molecular dynamics package for versatile materials simulations with machine‐learned potentials

Bohai University · Wuhan University of Technology · +31 more institutions

Indexed incrossrefdoaj

Abstract

Abstract This paper provides a comprehensive overview of the latest stable release of the graphics processing units molecular dynamics (GPUMD) package, GPUMD 4.0. We begin with a brief review of its development history, starting from the initial version. We then discuss the theoretical foundations for the development of the GPUMD package, including the formulations of the interatomic force, virial and heat current for many‐body potentials, the development of the highly efficient and flexible neuroevolution potential (NEP) method, the supported integrators and related operations, the various physical properties that can be calculated on the fly, and the GPUMD ecosystem. After presenting these functionalities,…

Citation impact

62
total citations
FWCI
24.78
Percentile
100%
References
385
Citations per year

Authors

55

Topics & keywords

Keywords
  • Molecular dynamics
  • Dynamics (music)
  • Computer science
  • Computational science
  • Nanotechnology
  • Materials science
  • Physics
  • Chemistry
No related works found for this paper.