Modeling analysis and application of moisture loss in storage bulker and tobacco cutter processes of the tobacco shreds production line
The stability of the moisture content at the front end of cut tobacco dryer (MC-FECD) reflects the ability to control the moisture content of tobacco leaves in the preprocessing section of the tobacco shreds production, and it affects the control effect of the moisture content of cut tobacco in the drying process. Therefore, this paper adopts the correlation analysis method to determine the factors that affect the MC-FECD, and proposes to establish a support vector machine learning model using the "Modeling method of moisture content difference". After research and production verification, it is found that the R<sup>2</sup> of the "Modeling method of moisture content difference" established in this paper is improved by 58.33% compared with the direct Modeling method. Compared with the expert experience model, the standard deviation of the MC-FECD between batches of the intelligent production control model established in this paper is reduced from 0.06% to 0.03%. The qualified rate increased from 20% to 50%. This study provides a research foundation and ideas for stable regulation of MC-FECD.
Authors
- Yaoping Tang
- Li Zhu (ORCID: https://orcid.org/0000-0001-5249-6536)
- Baochuan Guo (ORCID: https://orcid.org/0000-0003-1448-0597)
- jin zhenxun
Institutions
- China Tobacco (CN)
Publication Details
- Published
- 2024-12-30
- DOI
- https://doi.org/10.1117/12.3052569
- Primary Topic
- Mining and Industrial Processes
- Type
- article
- Field-Weighted Citation Impact
- 0.00