METHOD AND APPARATUS FOR CONTROLLING PRODUCTION LINES BASED ON PREDICTION OF PRODUCT LIFETIME TOTAL SALES VOLUME THROUGH HYBRID MACHINE LEARNING MODEL

Abstract

A method and an apparatus for controlling production lines based on prediction of a product lifetime total sales volume through a hybrid machine learning model. The method may include: constructing a first model on the basis of modeling data in a machine learning model; constructing a second model on the basis of product lifespan information predicted by the first model and the modeling data in the machine learning model; predicting a lifetime lifespan of test data and creating lifetime lifespan prediction data by inputting the test data into the first model; predicting a lifetime total sales volume by inputting the lifetime lifespan prediction data and the test data into the second model; and transmitting a control signal to the production lines, such that a production volume of a new product is directly controlled, in real time, based on the predicted lifetime total sales volume.

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