Artificial Intelligence-Based Management of Energy Storage Units

An example system may include an energy storage unit and various processors configured to communicate with components of the energy storage unit. The example system may determine a consumption model that predicts a future consumption for a node based on local power consumption for the node. The system may receive weather forecast data for the node and determine a power production model for the node that predicts a future power production using the weather forecast data. The system may compute a predicted power differential using the consumption model, the production model, and a current context of the node. The system may perform automated operations using the predicted power differential, such as charging or discharging an energy storage unit or controlling one or more power loads.