Production plan management optimization method based on longitudinal federated learning industrial software docking

Abstract

The invention discloses a production plan management optimization method based on longitudinal federated learning industrial software docking, and the method comprises the steps: carrying out the joint modeling learning task confirmation of longitudinal federated based on the demands of an enterprise, carrying out the preprocessing of the data flow of federated learning participating enterprise samples, carrying out the sample alignment of the federated learning participating enterprises, and carrying out the optimization of the federated learning participating enterprises. Performing encrypted longitudinal federated learning of parameter exchange on federated learning participating enterprises, and finally performing enterprise production plan optimization management according to enterprise demand application federated learning prediction results. According to the method, the production plan optimal allocation condition of the next time period is obtained by applying a federal learning means, enterprise resources are comprehensively managed based on an industrial internet industrial software system, the enterprise productivity and production efficiency are improved, and a more powerful model is jointly established, so that the hysteresis quality of current enterprise production plan management is effectively improved.

Description

Technical field [0001] The present invention relates to the field of machine learning and industrial Internet technology, in particular to production plan management optimization methods based on longitudinal federal learning industrial software. Background technique [0002] The industrial Internet is a product of the new era information technology and manufacturing depth. It can lead the organic integration of new generation electronic information technology and advanced manufacturing technology to promote the informationization revolution of my country's manufacturing enterprises. Industrial Internet is an important in China's manufacturing industry upgrades. Infrastructure, has a comprehensive, deep and revolutionary impact on future development. [0003] In the manufacturing enterprise in information construction, the industrial data of the local data and the local data of the production equipment is low, the data acquisition capacity is poor, and based on the current produc...

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