Machine Learning‐Assisted Property Prediction of Solid‐State Electrolyte

J Li, M Zhou, HH Wu, L Wang, J Zhang… - Advanced Energy …, 2024 - Wiley Online Library
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 …

Computational approach inspired advancements of solid-state electrolytes for lithium secondary batteries: from first-principles to machine learning

Z Zheng, J Zhou, Y Zhu - Chemical Society Reviews, 2024 - pubs.rsc.org
The increasing demand for high-security, high-performance, and low-cost energy storage
systems (EESs) driven by the adoption of renewable energy is gradually surpassing the …

High-Voltage Long-Cycling All-Solid-State Lithium Batteries with High-Valent-Element-Doped Halide Electrolytes

Y Ye, J Geng, D Zuo, K Niu, D Chen, J Lin, X Chen… - ACS …, 2024 - ACS Publications
All-solid-state batteries (ASSBs) have garnered considerable attention as promising
candidates for next-generation energy storage systems due to their potentially …

Stable Solid‐State Zinc–Iodine Batteries Enabled by an Inorganic ZnPS3 Solid Electrolyte with Interconnected Zn2+ Migration Channels

Z Lv, Y Kang, G Chen, J Yang, M Chen… - Advanced Functional …, 2024 - Wiley Online Library
Aqueous zinc–iodine (Zn–I2) batteries, with their outstanding merits in safety, cost, and
environmental friendliness, have received extensive attention. However, the unstable …

[HTML][HTML] High-conductive polymer-in-porous garnet solid electrolyte structure for all-solid-state lithium batteries enabled by molecular engineering

S Wang, GP Demopoulos - Energy Storage Materials, 2024 - Elsevier
The ceramic-based hybrid solid electrolytes (HSEs) represent excellent promise for
application in next generation all-solid-state lithium metal batteries (ASSBs) due to their fast …

A facile route to plastic inorganic electrolytes for all-solid state batteries based on molecular design

I You, B Singh, M Cui, G Goward, L Qian… - Energy & …, 2025 - pubs.rsc.org
Solid-state lithium batteries are on the threshold of commercialization as an alternative to
liquid electrolyte batteries. Glassy or amorphous solid electrolytes could bring crucial …

Multimodal Machine Learning for Materials Science: Discovery of Novel Li-Ion Solid Electrolytes

S Wang, S Gong, T Böger, JA Newnham… - Chemistry of …, 2024 - ACS Publications
The widespread adoption of multimodal machine learning (ML) models such as GPT-4 and
Gemini has revolutionized various research domains, including computer vision and natural …

A New Lithium Thioborate–Lithium Iodide Solid-State Electrolyte with High Ionic Conductivity for Lithium Metal Batteries

SE Holmes, W Zhang, SC Kim, Y Cui - ACS Energy Letters, 2024 - ACS Publications
In the pursuit of high-performance solid-state batteries (SSBs), which can have excellent
safety and energy density, it is critical to understand the cyclability of emerging classes of …

Low density (100-x) Li3BS3-xLiI solid-state electrolyte with ultra-long cycling stability for solid-state battery

T Zhou, C Gao, X Li, L Tan, S Kang, Q Jiao, S Dai… - Electrochimica …, 2024 - Elsevier
Thioborate solid-state electrolytes are considered to be ideal solid-state electrolytes (SSEs)
due to their high theoretical ionic conductivity, wide electrochemical stability window …

Outlook of Solid-State Electrolytes: A Boost in Next-Generation Li-Metal-Based Solid-State Batteries

T Banerjee, R Kundu - Energy & Fuels, 2024 - ACS Publications
Solid-state electrolytes (SSEs) are emerging as highly promising alternatives to
conventional organic liquid electrolytes due to their exceptional performance across a broad …