Cargando…
Optimization of cold rolling process parameters in order to increasing rolling speed limited by chatter vibrations
Chatter has been recognized as major restriction for the increase in productivity of cold rolling processes, limiting the rolling speed for thin steel strips. It is shown that chatter has close relation with rolling conditions. So the main aim of this paper is to attain the optimum set points of rol...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2013
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4260885/ https://www.ncbi.nlm.nih.gov/pubmed/25685398 http://dx.doi.org/10.1016/j.jare.2011.12.001 |
_version_ | 1782348242744246272 |
---|---|
author | Heidari, Ali Forouzan, Mohammad R. |
author_facet | Heidari, Ali Forouzan, Mohammad R. |
author_sort | Heidari, Ali |
collection | PubMed |
description | Chatter has been recognized as major restriction for the increase in productivity of cold rolling processes, limiting the rolling speed for thin steel strips. It is shown that chatter has close relation with rolling conditions. So the main aim of this paper is to attain the optimum set points of rolling to achieve maximum rolling speed, preventing chatter to occur. Two combination methods were used for optimization. First method is done in four steps: providing a simulation program for chatter analysis, preparing data from simulation program based on central composite design of experiment, developing a statistical model to relate system tendency to chatter and rolling parameters by response surface methodology, and finally optimizing the process by genetic algorithm. Second method has analogous stages. But central composite design of experiment is replaced by Taguchi method and response surface methodology is replaced by neural network method. Also a study on the influence of the rolling parameters on system stability has been carried out. By using these combination methods, new set points were determined and significant improvement achieved in rolling speed. |
format | Online Article Text |
id | pubmed-4260885 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-42608852015-02-14 Optimization of cold rolling process parameters in order to increasing rolling speed limited by chatter vibrations Heidari, Ali Forouzan, Mohammad R. J Adv Res Original Article Chatter has been recognized as major restriction for the increase in productivity of cold rolling processes, limiting the rolling speed for thin steel strips. It is shown that chatter has close relation with rolling conditions. So the main aim of this paper is to attain the optimum set points of rolling to achieve maximum rolling speed, preventing chatter to occur. Two combination methods were used for optimization. First method is done in four steps: providing a simulation program for chatter analysis, preparing data from simulation program based on central composite design of experiment, developing a statistical model to relate system tendency to chatter and rolling parameters by response surface methodology, and finally optimizing the process by genetic algorithm. Second method has analogous stages. But central composite design of experiment is replaced by Taguchi method and response surface methodology is replaced by neural network method. Also a study on the influence of the rolling parameters on system stability has been carried out. By using these combination methods, new set points were determined and significant improvement achieved in rolling speed. Elsevier 2013-01 2012-01-09 /pmc/articles/PMC4260885/ /pubmed/25685398 http://dx.doi.org/10.1016/j.jare.2011.12.001 Text en © 2011 Cairo University. Production and hosting by Elsevier B.V. All rights reserved. http://creativecommons.org/licenses/by-nc-nd/3.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/3.0/). |
spellingShingle | Original Article Heidari, Ali Forouzan, Mohammad R. Optimization of cold rolling process parameters in order to increasing rolling speed limited by chatter vibrations |
title | Optimization of cold rolling process parameters in order to increasing rolling speed limited by chatter vibrations |
title_full | Optimization of cold rolling process parameters in order to increasing rolling speed limited by chatter vibrations |
title_fullStr | Optimization of cold rolling process parameters in order to increasing rolling speed limited by chatter vibrations |
title_full_unstemmed | Optimization of cold rolling process parameters in order to increasing rolling speed limited by chatter vibrations |
title_short | Optimization of cold rolling process parameters in order to increasing rolling speed limited by chatter vibrations |
title_sort | optimization of cold rolling process parameters in order to increasing rolling speed limited by chatter vibrations |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4260885/ https://www.ncbi.nlm.nih.gov/pubmed/25685398 http://dx.doi.org/10.1016/j.jare.2011.12.001 |
work_keys_str_mv | AT heidariali optimizationofcoldrollingprocessparametersinordertoincreasingrollingspeedlimitedbychattervibrations AT forouzanmohammadr optimizationofcoldrollingprocessparametersinordertoincreasingrollingspeedlimitedbychattervibrations |