| CPC G07C 5/008 (2013.01) [G06N 3/0464 (2023.01)] | 26 Claims |

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1. A computer implemented method for predicting a vessel identifier, the method comprising:
providing, at a memory, a vessel identification model generated based on historical vessel tracking data for a plurality of vessels;
receiving, at a processor in communication with the memory, vessel data from one or more sources;
determining, at the processor, a plurality of periodograms from the vessel data, the plurality of periodograms determined for a candidate vessel corresponding to candidate vessel data in the vessel data;
determining, at the processor, a spectrogram based on the plurality of periodograms; and
predicting, at the processor, a vessel identifier output of the candidate vessel based on the spectrogram and the vessel identification model, wherein the vessel identifier output associates the candidate vessel with at least one of the plurality of vessels.
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