PREDICTIVE POWER MANAGEMENT FOR MODULAR ENERGY PLATFORMS WITH RENEWABLE-FIRST OPERATION

A smart charging system for modular power platforms is configured to supply electrical power at a point of use. A power source, including one or more renewable energy devices, supplies electrical energy to an energy storage system characterized by a state of charge. An external power interface receives power from an external power network such as a grid or generator. A smart charging control box, implemented by at least one processor and non-transitory memory, monitors the state of charge, predicts future energy-storage conditions based on historical load information and energy-generation information for the first power source, and selectively allows or blocks power intake from the external power network so as to preferentially utilize renewable energy while maintaining policy-declared operating limits. In some embodiments, an auxiliary control box and fleet-level control logic further manage power export from a hub platform to additional platforms, enabling coordinated, deterministic power distribution across a fleet.