We brought four sources into one system: electricity meter readings, luminosity, weather data and the geo data of the port’s solar panels. From them, it controls which source the port uses and when.
Human expertise
An energy specialist audited the meters and tariffs on site, and set the rules no model may override: which operations can never lose power, and how much charge the battery must always hold.
Agent speed
Agents built the pipelines for all four data sources, tested the switching logic against a year of the port’s own readings, and now run the forecasts behind every switch. First data to live control took ten weeks.