EV Charging Optimization

Rivian uses a machine-learning model in vehicle controls to estimate EV charge time in real time.

Business impact

• charge-time estimation accuracy — Rivian reports 10% charge-time estimation accuracy.
• weekly charge sessions supported — Rivian reports support for more than 50,000 weekly charge sessions.

Data requirements

• charging-session data (tabular) — The model uses session-level charging information to estimate time remaining.

AI methods and techniques

• Machine learning — A model predicts charge time in real time from charging-session data.
• AutoML — Rivian uses AutoML in the model development workflow.

Industries

Real-world evidence

1 documented case study on record.

Companies using this: Rivian.