The invention discloses a fractionating
tower production operation optimization method, device and equipment and a storage medium, and the method comprises the steps: determining the production operation condition rating of m fractionating towers according to the process parameters corresponding to m fractionating towers, m being a positive integer; determining target process parameters corresponding to a to-be-optimized target fractionating
tower based on the production operation condition rating; the target process parameters are input into an integrated prediction model, the
carbon number conversion rate corresponding to the sidedraw temperature output by the integrated prediction model is obtained, and the integrated prediction model comprises a plurality of sub-prediction models based on different
machine learning algorithms; and establishing an optimization model taking the minimum
carbon number conversion rate as an optimization target, and optimizing the production operation of the target fractionating
tower to be optimized based on the optimization model. According to the invention, the technical problem that the production operation of the fractionating tower cannot be timely and accurately optimized in the prior art is solved.