Building energy system with energy data stimulation for pre-training predictive building models

A method of building control of a building, the method comprising:

• receiving, by one or more processing circuits, a building model, the building model defining a physical construction of the building;
• generating, by the one or more processing circuits, predicted energy usage data of the building based on the building model and historical weather data;
• training, by the one or more processing circuits, a predictive building model based on the predicted energy usage data, wherein the predictive building model indicates a prediction of an optimal equipment operating setting;
• generating, by the one or more processing circuits, the optimal equipment operating setting based on the predictive building model;
• and
• operating, by the one or more processing circuits, one or more pieces of building equipment based on the optimal equipment setting to control an environmental condition of the building.

A building management system of a building, the building management system comprising:

• building equipment configured to operate based on an equipment operating setting to control an environmental condition of the building;
• and
• a processing circuit configured to:
• receive a building model, the building model defining a physical construction of the building;
• generate predicted energy usage data of the building based on the building model and historical weather data;
• train a predictive building model based on the predicted energy usage data, wherein the predictive building model indicates a prediction of an optimal equipment operating setting;
• generate the optimal equipment operating setting based on the predictive building model;
• and
• cause the building equipment to operate based on the optimal equipment setting to control the environmental condition of the building.