Energy

Problem

Battery lifetime, thermal management, and energy-system optimization.

Why Important

Directly affects storage cost, safety, and transition efficiency.

Physics / Chemistry / Biology involved

• Electrochemistry
• Thermal management
• Control and optimization theory

Mathematical Model

• Equivalent-circuit battery models
• Thermal-electrical coupled models
• Constrained optimization models

AI Method

• Time-series forecasting
• Reinforcement learning for scheduling
• Multimodal state estimation

HPC Method

• Large-scale parameter search
• Distributed simulation pipelines
• Hybrid online/offline inference

Software Implementation

Target tool: EnergyTwin-AI (planned)

Benchmark & Validation

• Lifetime prediction MAE/RMSE
• Thermal runaway risk detection rate

Future Tool

A predictive and optimization software platform for storage and grid systems.