Local planning optimization using machine learning and signal strength

A computer hardware system including a queue management system, the computer hardware system comprising:

• a hardware processor configured to perform following executable operations:
• identifying, in a scope of the queue management system, a user and a plurality of configurable nodes;
• dynamically determining, in real-time, a proximity between the user and a particular one of the plurality of configurable nodes;
• determining, using a machine learning engine and based upon the proximity and historical data associated with the scope of the queue management system, a probability measure that the user will engage with the particular one of the plurality of configurable nodes;
• adding, based upon the probability measure exceeding a threshold, the user to a queue managed by the queue management system;
• and
• altering, by the queue management system and based upon the user being added to the queue, a state of the one of the plurality of configurable nodes.

A computer program product, comprising:

• a computer readable storage medium having stored therein program code,
• the program code, which when executed by a computer hardware system including a queue management system, causes the computer hardware system to perform:
• identifying, in a scope of the queue management system, a user and a plurality of configurable nodes;
• dynamically determining, in real-time, a proximity between the user and a particular one of the plurality of configurable nodes;
• determining, using a machine learning engine and based upon the proximity and historical data associated with the scope of the queue management system, a probability measure that the user will engage with the particular one of the plurality of configurable nodes;
• adding, based upon the probability measure exceeding a threshold, the user to a queue managed by the queue management system;
• and
• altering, by the queue management system and based upon the user being added to the queue, a state of the one of the plurality of configurable nodes.