X-ray manganese sorting machine can obtain the atomic number data of minerals inside the ore by using X-ray to carry out transmission scanning on the selected ore, sorting machine processes data by means of convolutional neural network, etc., establishes a recognition model, identifies ores and debris, and then drives the execution mechanism to sort ores.