Method for In-Operando Contamination of Lithium Ion Batteries for Prediction of Impurity-Induced Non-Obvious Cell Damage

Engineering

• Lithium-Ion Batteries 100%
• Equivalent Circuit Model 100%
• Test Data 50%
• Vehicle Safety 50%
• Model Parameter 50%
• Integral Part 50%
• Production Engineering 50%
• Classification Algorithm 50%
• Battery Management System 50%
• Machine Learning Algorithm 50%

Material Science

• Lithium Ion Battery 100%
• Electronic Circuit 100%
• Dielectric Spectroscopy 50%
• Battery Management System 50%

Chemical Engineering

• Learning System 100%
• Operando 100%