end-to-end battery digital twin.

Faraday capacity SPM + lumped thermal √N SEI degradation real TR traces

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Layer 1 · Materials

Atom & particle scale

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Layer 2 · Cell

Virtual cell assembly

📈

Layer 3 · Performance

Life, safety & cost

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⚙️

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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

ƒx

Methodology

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● 📊

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DIGITAL TWIN

Virtual Screening

⚙︎ Optimize for

Chemistries to screen

NCMNCA LFPLi-rich

Max silicon 50%

🎯 Recommended design

📊 Trade-off map

🏁 candidates

INTELLIGENCE

Technology Landscape & Gap

📈 Research density by technology

🧭 AI gap analysis

📑 Patent pre-screen

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