A pre-trained deep potential model for sulfide solid electrolytes with broad coverage and high accuracy
Sign Up to like & getrecommendations! Published in 2024 at "npj Computational Materials"
DOI: 10.1038/s41524-025-01764-6
Abstract: Solid electrolytes with fast ion transport are crucial for solid state lithium metal batteries. Chemical doping has been the most effective strategy for improving ion condictiviy, and atomistic simulation with machine-learning potentials helps optimize doping… read more here.
Keywords: solid electrolytes; deep potential; pre trained; trained deep ... See more keywords
Modular development of deep potential for complex solid solutions
Sign Up to like & getrecommendations! Published in 2023 at "Physical Review B"
DOI: 10.1103/physrevb.107.144102
Abstract: The multicomponent oxide solid solution is a versatile platform to tune the delicate balance between competing spin, charge, orbital, and lattice degrees of freedom for materials design and discovery. The development of compositionally complex oxides… read more here.
Keywords: development; deep potential; potential; potential complex ... See more keywords
Deep Potential Geo-Social Relationship Mining for Point-of-Interest Recommendation
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Access"
DOI: 10.1109/access.2019.2930311
Abstract: Point-of-Interest (POI) recommendation has been an important research topic in data mining and the popularity of location-based social networks (LBSNs) has significantly contributed to POI recommendation. The existing POI recommendation models mostly adopt various explicit… read more here.
Keywords: deep potential; point interest; mining; potential geo ... See more keywords
Implementation and Validation of an OpenMM Plugin for the Deep Potential Representation of Potential Energy
Sign Up to like & getrecommendations! Published in 2024 at "International Journal of Molecular Sciences"
DOI: 10.3390/ijms25031448
Abstract: Machine learning potentials, particularly the deep potential (DP) model, have revolutionized molecular dynamics (MD) simulations, striking a balance between accuracy and computational efficiency. To facilitate the DP model’s integration with the popular MD engine OpenMM,… read more here.
Keywords: deep potential; energy; validation openmm; implementation validation ... See more keywords