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Lithium Metal Batteries: Atomic-Level SEI Formation Analysis 2026

EE Times Japan Japan
Overview
Researchers from the University of Tokyo and ENSTA Paris have visualized the formation process of the solid electrolyte interface (SEI) in lithium metal batteries using machine learning simulations. This method enables atomic-level tracking of electrolyte decomposition and is applicable to various electrode materials and electrolyte interfaces.
In Depth

Key Findings

A research group comprising the University of Tokyo and ENSTA Paris has successfully visualized the formation process of the protective film, known as the solid electrolyte interface (SEI), in lithium metal batteries. The team demonstrated that the composition and spatial structure of the SEI vary significantly depending on the electrolyte composition, specifically identifying that in LiFSI/EC high-concentration electrolytes, Li2O distributes near the lithium metal surface with LiF positioned on the outer layer.

Technical Details

The researchers developed a method to track the decomposition of electrolytes and the subsequent formation of the SEI at an atomic level. The technical approach includes:

  • Machine Learning Force Fields: By utilizing machine learning force fields trained on first-principles calculations, the team performed large-scale simulations of the lithium metal/electrolyte interface involving approximately 4000 atoms.
  • Automated Reaction Analysis: The group developed an automated analysis technique to detect the generation and cleavage of bonds between atoms during simulation, allowing for the extraction of numerous reaction paths and products.

The results of these simulations were found to be consistent with experimental observation results.

Background & Context

Lithium metal batteries are targeted for use in electric vehicles and renewable energy storage due to their higher energy density compared to standard lithium-ion batteries. However, lithium metal is highly reactive; upon contact with electrolytes, the electrolyte decomposes to form the SEI. Because the SEI’s composition and structure directly influence battery safety, lifespan, and charge-discharge efficiency, understanding its detailed formation mechanism is critical, though it has remained largely unexplained until now.

Significance & Outlook

This simulation framework allows for the visualization of SEI formation processes that are difficult to observe through physical experiments. Furthermore, the research group states that this analysis method is not limited to lithium metal and can be applied to analyze reactions occurring at the interfaces of various other electrode materials and electrolytes.

Source: https://eetimes.itmedia.co.jp/ee/articles/2611/02/news023.html

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