The invention relates to the technical field of centrifugal
machine control, in particular to a centrifugal
machine temperature control parameter optimization method and
system, and the method comprises the steps: collecting a plurality of parameters of a centrifugal
machine, and constructing a sample
data set; an XGBoost
stage classification model is trained based on the sample
data set, the working condition probability of the centrifugal machine is output, the chamber temperature and the
refrigeration power of the centrifugal machine at the next moment are preset, and a temperature precision
penalty coefficient, a temperature change rate risk coefficient and an
energy consumption penalty coefficient are calculated; the weights of the temperature precision
penalty coefficient, the temperature change rate risk coefficient and the
energy consumption penalty coefficient are dynamically adjusted based on the proportions of the steady speed, the accelerated speed and the decelerated speed in the real-time working condition, an objective function is constructed, and a comprehensive
control error is calculated; and multiple groups of historical data most similar to the working condition at the current moment are selected as reference data, all the reference data are traversed, the compressor rotating speed corresponding to the reference data with the minimum comprehensive
control error is selected as the optimal rotating speed, the optimal rotating speed is issued to the compressor for execution, and the
temperature control precision of the centrifugal machine is improved.