Additive manufacturing systems, and methods of encoding and decoding data within a build chamber of an additive manufacturing system are disclosed. An additive manufacturing system includes a build chamber having a patterned surface, the patterned surface having indicia therein or thereon. The additive manufacturing system further includes an energy beam (EB) gun configured to emit an energy beam and a sensor configured to detect one or more x-ray emissions that are generated as a result of impingement of the energy beam on the patterned surface. The one or more x-ray emissions include characteristics that correspond to the indicia such that data encoded in the indicia can be obtained from the characteristics of the one or more x-ray emissions.