Automatic identification of cloned vehicle identifiers

A non-transitory computer-readable device having instructions stored thereon that, when executed by at least one computing device, causes the at least one computing device to perform operations comprising:

• determining legitimate trajectory information associated with a plurality of legitimate vehicles;
• generating illegitimate trajectory information based on the legitimate trajectory information;
• training a decision model to detect a cloned vehicle identifier based on the legitimate trajectory information and the illegitimate trajectory information;
• identifying sample vehicle identifier data collected by a plurality of vehicle identifier recognition devices;
• determining first suspicious vehicle identifiers based at least in part on the decision model and the sample vehicle identifier data;
• identifying common driving sequences between the plurality of vehicle identifier recognition devices based on the sample vehicle identifier data;
• determining second suspicious vehicle identifiers based at least in part on the first suspicious vehicle identifiers and the common driving sequences;
• and
• sending the second suspicious vehicle identifiers to an enforcement agency device associated with an enforcement agent.

A cloned vehicle identifier detection system, comprising:

• a memory;
• and
• at least one processor coupled to the memory and configured to:
• determine legitimate trajectory information associated with a plurality of legitimate vehicles;
• generate illegitimate trajectory information based on the legitimate trajectory information;
• train a decision model to detect a cloned vehicle identifier based on the legitimate trajectory information and the illegitimate trajectory information;
• identify sample vehicle identifier data collected by a plurality of vehicle identifier recognition devices;
• determine first suspicious vehicle identifiers based at least in part on the decision model and the sample vehicle identifier data;
• identify common driving sequences between the plurality of vehicle identifier recognition devices based on the sample vehicle identifier data;
• and
• determine second suspicious vehicle identifiers based at least in part on the first suspicious vehicle identifiers and the common driving sequences.