About this Abstract |
Meeting |
MS&T24: Materials Science & Technology
|
Symposium
|
Grain Boundaries, Interfaces, and Surfaces: Fundamental Structure-Property-Performance Relationships
|
Presentation Title |
Phase Field Data Analytics of Grain Boundary LiFePO4 Kinetics |
Author(s) |
Danny Hermawan, Jarrod Lund, Edwin García |
On-Site Speaker (Planned) |
Danny Hermawan |
Abstract Scope |
The properties of materials for solid state battery applications is a crucial starting point to predict its performance and reliability. In the case of cathode materials, the formation of metastable phases result in the appearance of crystalline and interfacial electrochemical states that impact the resultant power and energy density. In this paper, recent advances in thermodynamic modeling using machine learning are used to assess the impact of existing and thermodynamic models on the resultant microstructural kinetics of polycrystalline LiFePO4 (LFP) phase separation. A unified description that captures well-established trends and currently conflicting microstructural mechanisms is proposed. |