activity
19922025
most citedNeuroevolution machine learning potentials: Combining high accuracy and low cost in atomistic simulations and application to heat transport

526 citations · 8k across the 188 of their papers we have counts for

collaborators
Showing 2022Show all

11 papers · 1 filter

cond-mat.soft2022★ 6 cited

Theoretical and computational analysis of the electrophoretic polymer mobility inversion induced by charge correlations

Xiang Yang, Sahin Buyukdagli, Alberto Scacchi +2

Electrophoretic (EP) mobility reversal is commonly observed for strongly charged macromolecules in multivalent salt solutions. This curious effect takes place, e.g., when a charged…

cond-mat.soft2022

Polymer translocation in an environment of active rods

Hamidreza Khalilian, Jalal Sarabadani, Tapio Ala-Nissila

We consider the dynamics of a translocation process of a flexible linear polymer through a nanopore into an environment of active rods in the {\it trans} side. Using Langevin dynam…

cond-mat.soft2022★ 4 cited

Interactions between polyelectrolytes mediated by ordering and orientation of multivalent non-spherical ions in salt solutions

Hossein Vahid, Alberto Scacchi, Maria Sammalkorpi +1

Multivalent ions in solutions with polyelectrolytes (PE) induce electrostatic correlations that can drastically change ion distributions around the PEs and their mutual interaction…

cond-mat.mtrl-sci2022★ 16 cited

Vacancy-related color centers in twodimensional silicon carbide monolayers

M. Mohseni, I. Abdolhosseini Sarsari, S. Karbasizadeh +4

Basic vacancy defects in twodimensional silicon carbide (2D-SiC) are examined by means of density functional theory calculations to explore their magneto-optical properties as well…

physics.comp-ph2022★ 463 cited

GPUMD: A package for constructing accurate machine-learned potentials and performing highly efficient atomistic simulations

Zheyong Fan, Yanzhou Wang, Penghua Ying +17

We present our latest advancements of machine-learned potentials (MLPs) based on the neuroevolution potential (NEP) framework introduced in [Fan et al., Phys. Rev. B 104, 104309 (2…

physics.comp-ph2022★ 22 cited

Variable thermal transport in black, blue, and violet phosphorene from extensive atomistic simulations with a neuroevolution potential

Penghua Ying, Ting Liang, Ke Xu +6

Phosphorus has diverse chemical bonds and even in its two-dimensional form there are three stable allotropes: black phosphorene (Black-P), blue phosphorene (Blue-P), and violet pho…