The root cause refers to the initial or essential reason for a problem, failure, or performance anomaly. In battery systems, identifying and resolving the root cause is crucial for improving reliability, safety, and performance. Common application scenarios include: accident investigations of battery fire or thermal runaway events, diagnostic analysis of capacity degradation or increased internal resistance, and process improvement for quality anomalies (such as cell bulging or leakage).