Oxide ion-conducting materials containing tetrahedral moieties: structures and conduction mechanisms
X Yang, AJ Fernández-Carrión, X Kuang - Chemical Reviews, 2023 - ACS Publications
This Review presents an overview from the perspective of tetrahedral chemistry on various
oxide ion-conducting materials containing tetrahedral moieties which have received …
oxide ion-conducting materials containing tetrahedral moieties which have received …
Machine Learning‐Assisted Property Prediction of Solid‐State Electrolyte
Abstract Machine learning (ML) exhibits substantial potential for predicting the properties of
solid‐state electrolytes (SSEs). By integrating experimental or/and simulation data within ML …
solid‐state electrolytes (SSEs). By integrating experimental or/and simulation data within ML …
Evaluation of solid electrolytes: Development of conventional and interdisciplinary approaches
MK Tufail, P Zhai, W Khokar, M Jia… - Interdisciplinary …, 2023 - Wiley Online Library
Solid‐state lithium batteries (SSLBs) have received considerable attention due to their
advantages in thermal stability, energy density, and safety. Solid electrolyte (SE) is a key …
advantages in thermal stability, energy density, and safety. Solid electrolyte (SE) is a key …
Machine learning-accelerated discovery and design of electrode materials and electrolytes for lithium ion batteries
With the development of artificial intelligence and the intersection of machine learning (ML)
and materials science, the reclamation of ML technology in the realm of lithium ion batteries …
and materials science, the reclamation of ML technology in the realm of lithium ion batteries …
Machine learning promotes the development of all-solid-state batteries
Lithium-ion batteries (LIBs) are a promising energy storage system for green energy
applications. However, the use of liquid electrolytes in LIBs results in safety and lifespan …
applications. However, the use of liquid electrolytes in LIBs results in safety and lifespan …
Improving ionic conductivity of garnet solid-state electrolytes using Gradient boosting regression optimized machine learning
Y Ma, S Han, Y Sun, Z Cui, P Liu, X Wang… - Journal of Power …, 2024 - Elsevier
Garnet solid-state electrolytes have become one of the most promising electrolyte materials
due to their high ionic conductivity, wide electrochemical window, and excellent …
due to their high ionic conductivity, wide electrochemical window, and excellent …
[HTML][HTML] Speeding up the development of solid state electrolyte by machine learning
Solid-state electrolytes have been demonstrated immense potential with their high density
and safety for Li, Na batteries. The discovery of novel crystals is of fundamental scientific and …
and safety for Li, Na batteries. The discovery of novel crystals is of fundamental scientific and …
Machine Learning Materials Properties with Accurate Predictions, Uncertainty Estimates, Domain Guidance, and Persistent Online Accessibility
One compelling vision of the future of materials discovery and design involves the use of
machine learning (ML) models to predict materials properties and then rapidly find materials …
machine learning (ML) models to predict materials properties and then rapidly find materials …
[HTML][HTML] Progress of machine learning in materials design for Li-Ion battery
CV Prasshanth, AK Lakshminarayanan… - Next Materials, 2024 - Elsevier
The widespread adoption of lithium-ion batteries has ushered in a transformative era across
industries, powering an array of devices from portable electronics to electric vehicles. This …
industries, powering an array of devices from portable electronics to electric vehicles. This …
Development of Solid Polymer Electrolytes for Solid-State Lithium Battery Applications
J Li, X Chen, S Muhammad, S Roy, H Huang, C Yu… - Materials Today …, 2024 - Elsevier
Nowadays, the safety concern for lithium batteries is mostly on the usage of flammable
electrolytes and the lithium dendrite formation. The emerging solid polymer electrolytes …
electrolytes and the lithium dendrite formation. The emerging solid polymer electrolytes …