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James Sanders

Data Scientist, Machine Learning Scientist

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Tag: EV

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How much public EV charging energy actually lands in your peak window?

October 13, 2026 James Sanders

Measured shares of weekday public-charging energy falling in a 4–9 pm window, by venue: 14.5–15.5% at offices, 32.1–32.5% at highway corridor fast chargers, against 20.8% for a flat day. And what the shapes can and cannot do in a rate proceeding. Continue reading How much public EV charging energy actually lands in your peak window?

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The Industry Says Physics + AI Fixes Real-World Battery Degradation.

July 22, 2026July 22, 2026 James Sanders

I Tried to Verify That on a Public Dataset. James Sanders • Data Scientist & ML Engineer • jamesaksanders.com The pitch for battery digital twins right now is consistent across the industry: combine physics models with AI and real telemetry, … Continue reading The Industry Says Physics + AI Fixes Real-World Battery Degradation.

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