The invention relates to the technical field of spectrum on-line detection, and particularly discloses a
mining industry all-element intelligent on-line detection
analysis method based on
laser-induced breakdown
spectroscopy, which comprises the following steps: acquiring
mining industry on-line mineral aggregate flow, initial
laser parameters, real-time environment parameters and mineral aggregate preprocessing information, performing pulse coding
laser-induced
plasma optimization, and performing laser-induced
plasma optimization; self-adaptive spectrum collection is carried out,
background suppression is carried out on a
mining industry scene, a net characteristic spectrum after background removal is obtained, a
spectrum band attention-element category attention double-
branch network is constructed, a high-dimensional compact characteristic vector, a characteristic attention weight map and an element preliminary identification result are output, and the high-dimensional compact characteristic vector and the element preliminary identification result are obtained; and carrying out feature weighting-
plasma parameter correction fusion analysis, carrying out mining all-element detection correction, and outputting corrected final element content and a
mineral identification result. The method solves the problems of complex sample pretreatment, long time consumption, low light element detection precision and incapability of online detection in the traditional detection technology.