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Simulation optimization of lean production strategy by considering resilience engineering in a production system with maintenance policies

机译:考虑具有维护策略的生产系统中的弹性工程,精益生产策略的仿真优化

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Lean production aims are to reduce work-in-process and maintain close to zero inventories and resilience is about reacting quickly to disruptions impacting manufacturing systems. In this study, a manufacturing organization with maintenance strategy is simulated to evaluate the impacts of resilience engineering (RE) principles on lean practices. The process of simulation is conducted for different scenarios. Each scenario includes a set of resilience principles. Using computer simulation, many outputs are calculated namely, utility and availability of machines and maintenance operators, time in system, total cost, and number of failures. The optimal values of scenarios' efficiencies are achieved using data envelopment analysis (DEA) model, which is a mathematical programming approach. The results of the DEA are validated by using principal component analysis. In addition, an analysis is performed to determine which factor of RE has the maximum effect on the system's performance. The results show that the redundancy among the RE principles, has the maximum impact on the system's performance. To the best of my knowledge, this is the first study that evaluates the performance of lean production considering RE in a production line with maintenance policies.
机译:精益生产的目标是减少在制品并保持接近零的库存,而韧性就是要对影响制造系统的中断迅速做出反应。在本研究中,模拟了具有维护策略的制造组织,以评估弹性工程(RE)原则对精益实践的影响。针对不同场景进行仿真过程。每个方案都包含一组弹性原则。使用计算机模拟,可以计算出许多输出,即机器和维护操作员的效用和可用性,系统时间,总成本和故障次数。使用数据包络分析(DEA)模型可实现方案效率的最佳值,该模型是一种数学编程方法。 DEA的结果通过使用主成分分析进行验证。另外,进行分析以确定哪个RE因素对系统性能具有最大影响。结果表明,RE原则之间的冗余对系统性能具有最大的影响。据我所知,这是第一项评估带有维护策略的生产线中考虑可再生能源的精益生产性能的研究。

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