Using electrolyte solvent embeddings to guide battery electrolyte discovery

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Authors: Ritesh Kumar, Ke-Hsin Wang, Chibueze V. Amanchukwu
Cited by: 2
References: 52

Abstract

Faithful reduced-dimensional solvent representations guide efficient exploration of electrolyte chemical space, accelerating the identification of high-performance solvents for lithium metal batteries.

Fields of Study & Subjects

Machine Learning in Materials Science Advanced battery technologies research Electrocatalysts for Energy Conversion

Publication details

Journal / source
Molecular Systems Design & Engineering
Publisher
Royal Society of Chemistry (RSC)
Volume
11
Issue
5
Pages
422–435
Publication date
1 January 2026
Language
EN