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

Chemistry family

Discharge rate 1.0 C

Structural / thermal stability –

● Anode designer · graphite / silicon

Silicon content 0%

N/P ratio 1.10

Operating temperature 25 °C

Volume expansion (swelling) –

Li-plating risk –

LAYER 2

Virtual Cell

⚙️ Assembly

Form factor

Electrolyte

Separator thickness 16 µm

Design capacity 10.0 Ah

Ambient temperature 25 °C

🔋 Discharge curves

🌡️ Temperature rise

📶 Rate capability

LAYER 3

Performance & Degradation

📉 Cycle life

Depth of discharge 80%

Cycling rate 1.0 C

Temperature 25 °C

🔥 Thermal-runaway safety

Abuse trigger

State of charge 100%

💰 Cost & embodied carbon

Element	Mass frac	$/kg cathode	kg CO₂/kg