A method, in various embodiments, comprise receiving first imaging data from one or more imaging devices, the first imaging data comprising infrared imaging data for at least a first portion of a rotary kiln in a manufacturing process; determining, based on the first imaging data, temperature profile data for the manufacturing device by combining the first imaging data from each of the one or more imaging devices; generating, based on the temperature profile data, a graphical user interface, the graphical user interface comprising a grid representation of each refractory brick in a refractory layer of the rotary kiln along at least apportion of a length of the rotary kiln, and including an indication of a respective temperature of each refractory brick along the at least a portion of the length of the rotary kiln; and providing the graphical user interface for display on a computing device.