April 22 - 26, 2024
Seattle, Washington
May 7 - 9, 2024 (Virtual)
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2024 MRS Spring Meeting & Exhibit
MT02.07.03

Exploring Secondary Phase Formation at The Solid-Electrolyte/Cathode Interface using Machine-Learning Interatomic Potential

When and Where

Apr 24, 2024
4:15pm - 4:30pm
Room 321, Level 3, Summit

Presenter(s)

Co-Author(s)

Wonseok Jeong1,Brandon Wood1,Liwen Wan1

Lawrence Livermore National Laboratory1

Abstract

Wonseok Jeong1,Brandon Wood1,Liwen Wan1

Lawrence Livermore National Laboratory1
All-solid-state Li-ion batteries are attractive next-generation energy-storage devices, offering improved safety, energy density, and durability compared to conventional Li-ion batteries. A critical challenge in these batteries is the occurrence of side reactions at the solid-electrolyte/cathode interface, particularly at elevated temperatures during co-sintering. These reactions have the potential to result in the undesired formation of secondary phases that impede the transport of lithium ions. The dynamic formation of these secondary phases at the atomic scale and the conditions governing their emergence remain unclear.<br/>In this work, we explore the nucleation and evolution of secondary phases, such as La-Co-O, at the interface between the Li<sub>7</sub>La<sub>3</sub>Zr<sub>2</sub>O<sub>12</sub> (LLZO) solid electrolyte and the LiCoO<sub>2</sub> (LCO) cathode. Our investigation comprises three main components that employ atomistic simulations driven by a machine-learning potential (MLP) for accelerated and comprehensive analysis. Firstly, we utilize a crystal structure prediction algorithm in conjunction with an MLP to accelerate the identification of potential secondary phases that may form at the interface. Secondly, we conduct MLP-driven metadynamics simulations to investigate the relationship between local structural features and the energy landscape associated with the nucleation of secondary phases. This exploration helps us understand the conditions leading to the formation of bulk-like secondary phases. Finally, we perform large-scale MLP molecular dynamics simulations to directly observe the formation of secondary phases in a model interface structure.<br/>Through this multi-level investigation, we offer a holistic understanding of the formation of secondary phases at the LLZO/LCO interface. This insight is critical for understanding battery degradation resulting from interface reactions.<br/><br/>This work was sponsored by the Office of Energy Efficiency and Renewable Energy, Vehicle Technologies Office and was performed under the auspices of the U.S. Department of Energy by Lawrence Livermore National Laboratory under Contract DE-AC52-07NA27344. A portion of this research was performed using computational resources sponsored by the Department of Energy's Office of Energy Efficiency and Renewable Energy and located at the National Renewable Energy Laboratory.

Symposium Organizers

Alejandro Franco, Universite de Picardie Jules Verne
Deyu Lu, Brookhaven National Laboratory
Dee Strand, Wildcat Discovery Technologies
Feng Wang, Argonne National Laboratory

Symposium Support

Silver
PRX Energy

Session Chairs

Deyu Lu
Noah Paulson

In this Session