activity
20232026
most citedEnhanced ionic conductivity through crystallization of glass-LiPS by machine learning molecular dynamics simulations

1 citations · 1 across the 4 of their papers we have counts for

collaborators

5 papers

cond-mat.mtrl-sci2026

Dynamic Kinetic Evaluation Favors Compositionally Diverse Multicomponent Alloy Nanoparticles for Hydrogen Evolution

Koki Otsuka, Anh Khoa Augustin Lu, Koji Shimizu +1

High-entropy alloy (HEA) nanoparticles offer chemically diverse catalytic sites, but identifying optimal compositions across their large design space remains challenging. We develo…

cond-mat.mtrl-sci2026

SevenNet-Polar for MultiTask Prediction of Energy, Forces, Stress, and Born Effective Charges: Development and Application to ZrO, LiPO, and Perovskites

Anh Khoa Augustin Lu, Shungo Arai, Yutack Park +3

Accurate prediction of the Born effective charge (BEC) tensor is crucial for modeling materials under electric fields but remains computationally expensive. To bridge this gap, we…

cond-mat.mtrl-sci2024

Adaptable Method for Crystal Design across Diverse Constraints and Objectives with Pretrained Property Predictors

Akihiro Fujii, Yoshitaka Ushiku, Koji Shimizu +2

Advanced crystal design can accelerate materials discovery across applications from photovoltaics to spintronics. Practical design must satisfy multiple properties and physical con…

cond-mat.mtrl-sci2024

Machine-learning potential for phonon transport in AlN with defects in multiple charge states

Ying Dou, Koji Shimizu, Jesús Carrete +2

Understanding phonon transport properties in defect-laden AlN is important for their device applications. Here, we construct a machine-learning potential to describe phonon transpo…

cond-mat.mtrl-sci2023★ 1 cited

Enhanced ionic conductivity through crystallization of glass-LiPS by machine learning molecular dynamics simulations

Koji Shimizu, Parth Bahuguna, Shigeo Mori +2

Understanding the atomistic mechanism of ion conduction in solid electrolytes is critical for the advancement of all-solid-state batteries. Glass-ceramics, which undergo crystalliz…