The invention discloses a control method for optimizing a
solid /
liquid interface of a solution in
indium Czochralski purification based on numerical
simulation, belongs to the technical field of preparation of high-purity
metal materials, and obtains a process regulation and control scheme for stabilizing the
solid /
liquid interface of the solution through an external
magnetic field and establishment of a mapping relation of process parameters-interface data-
impurity concentration based on multi-
physics field numerical
simulation. The method comprises the following steps: acquiring original
physical property data of the czochralski furnace and
indium, calculating a geometric model, performing
mesh generation, and establishing a
mathematical model; based on historical experimental data, boundary conditions are set, and the key processes of
indium czochralski purification seeding, shouldering and equal
diameter are simulated;
coupling multiple physical fields, and analyzing the change of a
solid /
liquid interface of the solution in the direct pulling process; and on the basis of a numerical
simulation result, a deep
reinforcement learning model is constructed, a mapping relation among process parameters, interface data and
impurity concentration is established, 'prediction-
verification-optimization 'closed-loop iteration of the process is realized, and collaborative regulation process parameters for stably preparing 8N high-purity indium are obtained.