Materials Science · Physics
Machine learning-assisted discovery of many new solid Li-ion conducting materials
Austin D. Sendek, Ekin D. Cubuk, Evan R. Antoniuk, Gowoon Cheon +2
2019-04-22
Materials Science · Physics
Discovery of Polymer Electrolytes with Bayesian Optimization and High-Throughput Molecular Dynamics simulations
Antonia S. Kuhn, Jurğis Ruža, KyuJung Jun, Pablo Leon +1
2026-02-20
Chemical Physics · Physics
Analysis of diffusion in solid state electrolytes through MD-simulations, improvement of the Li-ion conductivity in \beta-Li3PS4 as an example
Niek J. J. de Klerk, Eveline van der Maas, Marnix Wagemaker
2018-07-09
Materials Science · Physics
Predicting ionic conductivity in solids from the machine-learned potential energy landscape
Artem Maevskiy, Alexandra Carvalho, Emil Sataev, Volha Turchyna +4
2025-05-21
Materials Science · Physics
Diffusion of Lithium Ions in Lithium-Argyrodite Solid-State Electrolytes from Equilibrium and Nonequilibrium Molecular Dynamics Simulations
Ardeshir Baktash, James C. Reid, Tanglaw Roman, Debra J. Searles
2021-01-08
Chemical Physics · Physics
De novo Design of Polymer Electrolytes with High Conductivity using GPT-based and Diffusion-based Generative Models
Zhenze Yang, Weike Ye, Xiangyun Lei, Daniel Schweigert +2
2025-04-04
Materials Science · Physics
Accelerating computational materials discovery with artificial intelligence and cloud high-performance computing: from large-scale screening to experimental validation
Chi Chen, Dan Thien Nguyen, Shannon J. Lee, Nathan A. Baker +7
2024-10-22
Materials Science · Physics
Quantifying the search for solid Li-ion electrolyte materials by anion: a data-driven perspective
Austin D. Sendek, Gowoon Cheon, Mauro Pasta, Evan J. Reed
2019-04-22
Chemical Physics · Physics
High-throughput screening and mechanistic insights into solid acid proton conductors
Jonas Hänseroth, Max Großmann, Malte Grunert, Erich Runge +1
2026-02-18
Materials Science · Physics
OBELiX: A Curated Dataset of Crystal Structures and Experimentally Measured Ionic Conductivities for Lithium Solid-State Electrolytes
Félix Therrien, Jamal Abou Haibeh, Divya Sharma, Rhiannon Hendley +9
2025-10-02
Materials Science · Physics
Electrolyte Coatings for High Adhesion Interfaces in Solid-state Batteries from First Principles
Brandi Ransom, Akash Ramdas, Eder Lomeli, Jad Fidawi +4
2023-03-30
Chemical Physics · Physics
Molecular simulations of electrolyte structure and dynamics in lithium-sulfur battery solvents
Chanbum Park, Matej Kanduč, Richard Chudoba, Arne Ronneburg +3
2017-10-26
Materials Science · Physics
The solid-state Li-ion conductor Li$_7$TaO$_6$: A combined computational and experimental study
Leonid Kahle, Xi Cheng, Tobias Binninger, Steven David Lacey +7
2021-06-10
Materials Science · Physics
Chemical Foundation Model Guided Design of High Ionic Conductivity Electrolyte Formulations
Murtaza Zohair, Vidushi Sharma, Eduardo A. Soares, Khanh Nguyen +5
2025-03-24
Materials Science · Physics
Hierarchical high-throughput screening of alkaline-stable lithium-ion conductors combining machine learning and first-principles calculations
Zhuohan Li, KyuJung Jun, Bowen Deng, Gerbrand Ceder
2026-03-26
Materials Science · Physics
Fast Lithium Ion Diffusion in Brownmillerite $\mathrm{Li}_{x}\mathrm{{Sr}_{2}{Co}_{2}{O}_{5}}$
Xin Chen, Xixiang Zhang, Jie-Xiang Yu, Jiadong Zang
2024-12-12
Computational Physics · Physics
Computational Design of Stable and Highly Ion-conductive Materials using Multi-objective Bayesian Optimization: Case Studies on Diffusion of Oxygen and Lithium
Masayuki Karasuyama, Hiroki Kasugai, Tomoyuki Tamura, Kazuki Shitara
2020-03-23
Materials Science · Physics
Machine Learning Prediction Models for Solid Electrolytes based on Lattice Dynamics Properties
Jiyeon Kim, Donggeon Lee, Dongwoo Lee, Xin Li +2
2026-01-19
Materials Science · Physics
Data-Driven Prediction of Complex Crystal Structures of Dense Lithium
Xiaoyang Wang, Zhenyu Wang, Pengyue Gao, Chengqian Zhang +5
2023-06-21
Materials Science · Physics
Machine Learning Enabled Computational Screening of Inorganic Solid Electrolytes for Dendrite Suppression with Li Metal Anode
Zeeshan Ahmad, Tian Xie, Chinmay Maheshwari, Jeffrey C. Grossman +1
2019-06-11