Forecasting managed facility demand using machine learning

A non-transitory computer-readable medium comprising memory with instructions encoded thereon, the instructions comprising instructions to cause one or more processors to perform steps comprising:

• receiving a request for predicted vehicular occupancy of a managed facility during a time range;
• determining a predicted regional vehicular occupancy within a geographic region encompassing the managed facility during the range of time;
• retrieving a set of dynamic environmental parameters corresponding to the managed facility;
• inputting, to a machine learning model, the predicted regional vehicular occupancy, the environmental parameters, and the time range;
• receiving, as output from the machine learning model, a predicted measure of vehicular occupancy of the managed facility during the time range;
• and
• outputting a control signal instructing a device associated with the managed facility to perform an operation based on the predicted measure of vehicular occupancy of the managed facility.

A system comprising:

• memory with instructions encoded thereon;
• and
• one or more processors that, when executing the instructions, are caused to perform operations comprising:
• receiving a request for predicted vehicular occupancy of a managed facility during a time range;
• determining a predicted regional vehicular occupancy within a geographic region encompassing the managed facility during the range of time;
• retrieving a set of dynamic environmental parameters corresponding to the managed facility;
• inputting, to a machine learning model, the predicted regional vehicular occupancy, the environmental parameters, and the time range;
• receiving, as output from the machine learning model, a predicted measure of vehicular occupancy of the managed facility during the time range;
• and
• outputting a control signal instructing a device associated with the managed facility to perform an operation based on the predicted measure of vehicular occupancy of the managed facility.