Dynamic selection and modification of tracking device behavior models

A non-transitory computer-readable storage medium storing executable computer instructions that, when executed by a processor, cause the processor to perform steps comprising:

• accessing, by a tracking system, usage data corresponding to a tracking device and describing locations of the tracking device;
• training, by the tracking system, a behavior model corresponding to the tracking device and configured to predict a probability that a tracking device will be moved into or out of a geographic region based on the accessed usage data;
• retraining, by the tracking system, the behavior model in response to receiving updated usage data corresponding to a change in location of the tracking device, the updated usage data satisfying a triggering condition associated with retraining the behavior model;
• and
• reconfiguring, by the tracking system, an operating mode of the tracking device from a first behavior mode to a second behavior mode based on an output of the retrained behavior model.

A tracking system comprising:

• a processor;
• and
• a non-transitory computer-readable storage medium storing executable computer instructions that, when executed by the processor, cause the processor to perform steps comprising:
• accessing, by the tracking system, usage data corresponding to a tracking device and describing locations of the tracking device;
• training, by the tracking system, a behavior model corresponding to the tracking device and configured to predict a probability that a tracking device will be moved into or out of a geographic region based on the accessed usage data;
• retraining, by the tracking system, the behavior model in response to receiving updated usage data corresponding to a change in location of the tracking device, the updated usage data satisfying a triggering condition associated with retraining the behavior model;
• and
• reconfiguring, by the tracking system, an operating mode of the tracking device from a first behavior mode to a second behavior mode based on an output of the retrained behavior model.