Back to Search Start Over

Batch production prediction for the mechanical cutting industry based on process capability.

Authors :
Xu, Guangtao
Liu, Tianyi
Wang, Weichuan
Qiao, Zeyuan
Wang, Gang
Peng, Zhenlong
Zhao, Minghao
Source :
Scientific Reports; 8/9/2024, Vol. 14 Issue 1, p1-22, 22p
Publication Year :
2024

Abstract

In the mechanical cutting industry, trial production is used for predicting and evaluating the quality of product processes before batch production, and it can be expressed through the qualification rate. However, it cannot objectively and comprehensively evaluate the quality of product processes. This study optimizes the analysis of outliers and stability in mathematical statistics to better apply it in the mechanical cutting industry; then, it combines them with process capability analysis. Simultaneously, considering the non-normal distribution of process parameters, a batch production-prediction model is proposed. The reliability of batch production-prediction model is verified by the diameter, roundness and roughness of structural common samples. Meanwhile, for other mechanical parts in the mechanical cutting industry, the model proposed in this paper can be used to quickly and accurately predict and evaluate batch production. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
20452322
Volume :
14
Issue :
1
Database :
Complementary Index
Journal :
Scientific Reports
Publication Type :
Academic Journal
Accession number :
178954961
Full Text :
https://doi.org/10.1038/s41598-024-69372-w