activity
20192025
most citedSparse Gaussian Process Potentials: Application to Lithium Diffusivity in Superionic Conducting Solid Electrolytes

86 citations · 93 across the 6 of their papers we have counts for

collaborators

7 papers

physics.chem-ph2025

Nanoconfined superionic water is a molecular superionic

Samuel W. Coles, Amir Hajibabaei, Venkat Kapil +4

Superionic ice, where water molecules dissociate into a lattice of oxygen ions and a rapidly diffusing 'gas' of protons, represents an exotic state of matter with broad implication…

cond-mat.mtrl-sci2024

Symmetry Breaking in the Superionic Phase of Silver-Iodide

Amir Hajibabaei, William J. Baldwin, Gábor Csányi +1

In the superionic phase of silver iodide, we observe a distorted tetragonal structure characterized by symmetry breaking in the cation distribution. This phase competes with the we…

cond-mat.mtrl-sci2024

A Sparse Bayesian Committee Machine Potential for Hydrocarbons

Soohaeng Yoo Willow, Gyung Su Kim, Miran Ha +2

Accurate and scalable universal interatomic potentials are key for understanding material properties at the atomic level, a task often hindered by the steep computational scaling.…

cond-mat.soft2024

Active Sparse Bayesian Committee Machine Potential for Isothermal-Isobaric Molecular Dynamics Simulations

Soohaeng Yoo Willow, Dong Geon Kim, R. Sundheep +3

Recent advancements in machine learning potentials (MLPs) have significantly impacted the fields of chemistry, physics, and biology by enabling large-scale first-principles simulat…

physics.comp-ph2020★ 86 cited

Sparse Gaussian Process Potentials: Application to Lithium Diffusivity in Superionic Conducting Solid Electrolytes

Amir Hajibabaei, Chang Woo Myung, Kwang S. Kim

For machine learning of interatomic potentials a scalable sparse Gaussian process regression formalism is introduced with a data-efficient on-the-fly adaptive sampling algorithm. W…

cond-mat.soft2020

Liquid-liquid-like phase transitions between high, mid, and low density phases in confined water

Saeed Pourasad, Amir Hajibabaei, Chang Woo Myung +1

Liquid-liquid phase transition (LLPT) in supercooled water has been a long-standing controversial issue. We show simulation results of real stable first-order phase transitions bet…

cond-mat.mtrl-sci2019★ 7 cited

Supra-Binary Ferroelectricity in a Nanowire

Wentao Xu, Lihua Wang, Yeongjun Lee +5

We report the prediction and observation of supra-binary ferroelectricity in a ferroelectric nanowire (FNW) covered with a semi-cylindrical gate that provides an anisotropic electr…