The invention belongs to the technical field of
quartz sand preparation, and provides a flotation synergistic process for high-purity
quartz sand preparation, which comprises the following steps: crushing raw ore to obtain ore pulp, detecting the
dispersity of the ore pulp after the concentration is adjusted, acquiring ore pulp
state parameter data in real time in the detection process, and performing fluctuation analysis to obtain a flotation result; extracting ore pulp state parameters with fluctuation as pre-analysis risk parameters; and in combination with a historical detection
database, identifying whether the pre-analysis risk parameter is associated with the occurrence of pseudo uniformity. A parameter association network is constructed based on
Granger causality test, an adjustment sequence is determined by integrating an influence quantity coefficient and an
intensity coefficient, influence paths and intensity among parameters are defined, adjustment
blindness is reduced, quantitative sorting of optimization strategies is realized, parameters having significant influence on the
system are preferentially processed, adjustment efficiency and pertinence are improved, and the method is suitable for large-scale popularization and application. The stability and the control precision of the detection
system are guaranteed, the false uniformity risk is effectively reduced, and the accuracy of ore pulp dispersion uniformity detection is ensured.