Unsupervised Learning for Opportunistic Maintenance Optimization in Flexible Manufacturing Systems
نویسندگان
چکیده
منابع مشابه
A fixed and flexible maintenance operations planning optimization in a parallel batch machines manufacturing system
Scheduling has become an attractive area for artificial intelligence researchers. On other hand, in today's real-world manufacturing systems, the importance of an efficient maintenance schedule program cannot be ignored because it plays an important role in the success of manufacturing facilities. A maintenance program may be considered as the heath care of manufacturing machines and equipments...
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Scheduling of flexible manufacturing systems is one of problems in NP-Hard optimization. The aim of scheduling of these systems is to maximize the system efficiency by finding an optimal planning for a better cooperation among various processes. In recent years many algorithms proposed to solve this problem, and most of them are based on heuristic methods. In This paper we have proposed a new a...
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General preventive maintenance model for the components of a system, which improves the reliability to ‘as good as new,’ was used to optimize the maintenance cost. The cost function of a maintenance policy was minimized under given availability constraint. On the other hand, in order to ensure appropriate reliability and availability, the development of the optimal maintenanc...
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Due to decreasing product life cycles, modern production facilities require rapid adaptation to new requirements. In addition, easier maintainability is called for in order to achieve a higher availability. This can be accomplished by means of modular, reconfigurable machines and facilities. For this purpose, machine modules with new system boundaries have to be designed as mechatronic and self...
متن کاملa fixed and flexible maintenance operations planning optimization in a parallel batch machines manufacturing system
scheduling has become an attractive area for artificial intelligence researchers. on other hand, in today's real-world manufacturing systems, the importance of an efficient maintenance schedule program cannot be ignored because it plays an important role in the success of manufacturing facilities. a maintenance program may be considered as the heath care of manufacturing machines and equip...
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ژورنال
عنوان ژورنال: Procedia CIRP
سال: 2020
ISSN: 2212-8271
DOI: 10.1016/j.procir.2020.04.025