Case-003: Battery Lifetime and Thermal Management
Case Draft
Problem
Predict battery degradation and detect thermal risks early.
Why Important
Improves storage system safety and reduces operations cost.
Physics / Chemistry / Biology involved
- Electrochemistry
- Thermal transfer and management
- Control systems
Mathematical Model
- Simplified electrochemical models
- Thermal-electrical coupling equations
- Constrained optimization models
AI Method
- Time-series forecasting
- Fault-risk classification
HPC Method
- Distributed parameter search
- Parallel simulation replay
Software Implementation
Candidate tool: BatteryLife-AI (prototype)
- Tool page: /en/software-factory/batterylife-ai
Validation
- Lifetime prediction error
- Thermal runaway detection accuracy
Toolization Path
Toward a predictive and early-warning toolkit for storage stations.