Unveiling State-of-Charge Effects on Elastic Properties of LiCoO<sub>2</sub> via Deep Learning and Empirical Models

Unveiling State-of-Charge Effects on Elastic Properties of LiCoO<sub>2</sub> via Deep Learning and Empirical Models

This study investigates the mechanical properties of LiCoO<sub>2</sub> (LCO) cathode materials under varying states of charge (SOCs) using both an empirical Buckingham potential model and a machine learning-based Deep Potential (DP) model. The results reveal a substantial decrease in You...

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Bibliographic Details
Main Authors: Ijaz Ul Haq, Seungjun Lee
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Applied Sciences
Subjects:
LiCoO<sub>2</sub> (LCO)
mechanical properties
state of charge (SOC)
deep potential (DP) model
lithium-ion batteries
Online Access:https://www.mdpi.com/2076-3417/15/14/7809
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