Machine learning of electrical power system behavior, and related systems, apparatuses, and methods

An electrical power system, comprising:

• one or more loads;
• one or more sensors operably coupled to the one or more loads and configured to measure power consumed by the one or more loads;
• and
• a controller operably coupled to the one or more sensors, the controller configured to:
• store model data indicating, for time points of a time period of operation of the electrical power system, a model load power consumed by the one or more loads;
• determine, based on information received from the one or more sensors, current data indicating a current load power consumed by the one or more loads for time points of a current time period of operation of the electrical power system, the current time period corresponding to the time period of the model data stored by the data storage device;
• update the model data based, at least in part, on the current data;
• and
• determine a set of control values to effectuate a change to operation of the electrical power system based, at least in part, on the model data.

A method of operating an electrical power system, the method comprising:

• storing model data indicating, for time points of a time period of operation of the electrical power system, a model load power consumed by one or more loads of the electrical power system, a model generator power provided by one or more generators of the electrical power system, or a combination of the model load power and the model generator power;
• determining, based on information received from one or more sensors of the electrical power system, current data including a current load power consumed by the one or more loads of the electrical power system, a current generator power provided by the one or more generators of the electrical power system, or a combination of the current load power and the current generator power for time points of a current time period of operation of the electrical power system, the current time period corresponding to the time period of the model data;
• updating the model data by modifying the model data with the current data;
• and
• determine a set of control values to effectuate a change to operation of the electrical power system based, at least in part, on the model data.