Learning curve-based scheduling in customized assembly lines
Mass customization implies in large variety of product models and small lot sizes. Human-based activities are highly affected by the learning process as a new model is put into production. That makes estimation of lot processing times difficult and jeopardizes the efficiency of scheduling techniques...
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Universidade Federal de Santa Catarina
2011-09-01
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doaj-d7775abfc31749c8ac3f078c0e70f9362020-11-25T02:01:47ZengUniversidade Federal de Santa CatarinaRevista Produção Online1676-19012011-09-0111385187010.14488/1676-1901.v11i3.955438Learning curve-based scheduling in customized assembly linesMichel J. Anzanello0Flavio S. Fogliatto1UFRGSUFRGSMass customization implies in large variety of product models and small lot sizes. Human-based activities are highly affected by the learning process as a new model is put into production. That makes estimation of lot processing times difficult and jeopardizes the efficiency of scheduling techniques. The method proposed in this paper integrates information from learning curve modeling and scheduling heuristics, aiming at minimizing the completion time of jobs to be processed. Lot processing time is estimated by means of learning curve modeling and then used in scheduling heuristics for the unrelated parallel workers problem. The completion time generated by the recommended heuristic, determined through simulation, deviates 4.9% from the optimal sequence and yields good work balance among teams of workers. The heuristic is demonstrated in a shoe manufacturing process.http://producaoonline.org.br/rpo/article/view/955Curvas de aprendizado. Programação de tarefas. Máquinas paralelas não relacionadas |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Michel J. Anzanello Flavio S. Fogliatto |
spellingShingle |
Michel J. Anzanello Flavio S. Fogliatto Learning curve-based scheduling in customized assembly lines Revista Produção Online Curvas de aprendizado. Programação de tarefas. Máquinas paralelas não relacionadas |
author_facet |
Michel J. Anzanello Flavio S. Fogliatto |
author_sort |
Michel J. Anzanello |
title |
Learning curve-based scheduling in customized assembly lines |
title_short |
Learning curve-based scheduling in customized assembly lines |
title_full |
Learning curve-based scheduling in customized assembly lines |
title_fullStr |
Learning curve-based scheduling in customized assembly lines |
title_full_unstemmed |
Learning curve-based scheduling in customized assembly lines |
title_sort |
learning curve-based scheduling in customized assembly lines |
publisher |
Universidade Federal de Santa Catarina |
series |
Revista Produção Online |
issn |
1676-1901 |
publishDate |
2011-09-01 |
description |
Mass customization implies in large variety of product models and small lot sizes. Human-based activities are highly affected by the learning process as a new model is put into production. That makes estimation of lot processing times difficult and jeopardizes the efficiency of scheduling techniques. The method proposed in this paper integrates information from learning curve modeling and scheduling heuristics, aiming at minimizing the completion time of jobs to be processed. Lot processing time is estimated by means of learning curve modeling and then used in scheduling heuristics for the unrelated parallel workers problem. The completion time generated by the recommended heuristic, determined through simulation, deviates 4.9% from the optimal sequence and yields good work balance among teams of workers. The heuristic is demonstrated in a shoe manufacturing process. |
topic |
Curvas de aprendizado. Programação de tarefas. Máquinas paralelas não relacionadas |
url |
http://producaoonline.org.br/rpo/article/view/955 |
work_keys_str_mv |
AT micheljanzanello learningcurvebasedschedulingincustomizedassemblylines AT flaviosfogliatto learningcurvebasedschedulingincustomizedassemblylines |
_version_ |
1724955832062312448 |