end-to-end battery digital twin.
Faraday capacity
SPM + lumped thermal
√N SEI degradation
real TR traces
🧪
Layer 1 · Materials
Atom & particle scale
🔋
Layer 2 · Cell
Virtual cell assembly
📈
Layer 3 · Performance
Life, safety & cost
🔬
⚙️
🌍
LAYER 1
Materials
● Cathode designer
● Anode designer · graphite / silicon
LAYER 2
Virtual Cell
⚙️ Assembly
🔋 Discharge curves
🌡️ Temperature rise
📶 Rate capability
LAYER 3
Performance & Degradation
📉 Cycle life
🔥 Thermal-runaway safety
💰 Cost & embodied carbon
| Element | Mass frac | $/kg cathode | kg CO₂/kg |
|---|
ƒx
Methodology
●
●
●
📊
⚠️
❝
DIGITAL TWIN
Virtual Screening
⚙︎ Optimize for
NCMNCA
LFPLi-rich
🎯 Recommended design
📊 Trade-off map
🏁 candidates
INTELLIGENCE
Technology Landscape & Gap
📈 Research density by technology
🧭 AI gap analysis
📑 Patent pre-screen
📚