Grouping Rotation Bodies of “Disс” and Similar Type when Planning Their Manufacture to Increase the Serial Production
Year: 2025
Type: article
Abstract: The article describes a way to increase the production efficiency of parts - rotation bodies of the disc and similar type. The tasks of increasing production efficiency are on top of their relevance and still remain crucial for specialists in the machine-building industry. This method can have a particularly significant effect on single and small-scale production. The method described below represents the development of a new part grouping, resulting in several positive effects: increasing the batch size by grouping parts according to similar design and technological features, obtaining information about the application of certain equipment, and the possibility of using the developed classifier in conjunction with a neural network model. In the course of the work, the analysis and processing of existing classifiers was carried out, two basic documents with main grouping characteristics were selected so as to increase the serial number, and saving a balance between not too small and not too large number of groups. Further, indicators of the possibility of using universal lathes, CNC turning and milling machines or specialized equipment, depending on the group, were added to the resulting grouping. Also, in the end, research was conducted on the possibility of using this grouping in conjunction with a neural network model. As a result, a grouping was obtained that meets modern production conditions, and includes the necessary groups to use it to increase the efficiency of small-scale and single production, and which can be used to successfully train a neural network across all its groups.
Authors: S. V. Kuznetsov, A. A. Rogovik
Institution: Nizhny Novgorod State Technical University
Language: English
Subfield: Industrial and Manufacturing Engineering
Field: Engineering
Domain: Physical Sciences
Open Access status: diamond
OpenAlex ID: W4409145730