ALEXANDRIA, Va., April 15 -- United States Patent no. 12,599,436, issued on April 14, was assigned to Medipixel Inc. (Seoul, South Korea).

"Method and apparatus for training operation determination model for medical instrument control device" was invented by Kyo Seok Song (Seoul, South Korea), Chae Hyeuk Lee (Yongin-si, South Korea) and Kyung Hwan Kim (Seoul, South Korea).

According to the abstract* released by the U.S. Patent & Trademark Office: "This system for training an operation determination model for a medical instrument control device generates training data by means of a reinforcement learning model, and, using the training data, can train an operation determination model configured to output information associated with operatio...