ALEXANDRIA, Va., June 16 -- United States Patent no. 12,307,451, issued on May 20, was assigned to NCR Voyix Corp. (Atlanta).

"Media replenishment predictor" was invented by Itamar David Laserson (Givat Shmuel, Israel) and Norman Leonard Trujillo (Frisco, Texas).

According to the abstract* released by the U.S. Patent & Trademark Office: "Historical transaction data, events, replenishment activities, and terminal statuses for terminals of a given store are obtained. The data is preprocessed to include calculated terminal traffic patterns, cash usage patterns, and elapsed time until a replenishment activity for a given interval of time on per terminal. A machine-learning model (MLM) is trained on the modified data to configure itself for pr...