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Smart recovery decision-making of used industrial equipment for sustainable manufacturing: belt lifter case study

机译:用于可持续制造业的二手工业设备的智能恢复决策:皮带升降机案例研究

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摘要

End-of-Life (EOL) product recovery is proved to be an attractive way to achieve sustainable manufacturing while extending the producer's responsibility to closed-loop product service. However, it is still a challenge to provide flexible and smart recovery plans for industrial equipment at different periods of product service. In this paper, we investigate the smart recovery decision-making problem. We propose a system framework for the implementation of smart EOL management based on product condition monitoring. Different product-level EOL business strategies and component-level recovery options are suggested in this recovery decision support system. Then, multi-objective optimization models are formulated to identify the age-dependent recovery roadmap that best matches the product condition and meets the business goals. In order to achieve environmentally friendly recovery, both recovery profits and energy performances are optimized in our models. We conduct a case study of belt lifter used in the automobile assembly line. The Non-dominated Sorting Genetic Algorithm II is used to solve the proposed model. Numerical experiments validate our models and provide practical insights into flexible recovery business.
机译:寿命结束(EOL)产品恢复被证明是实现可持续制造的一种有吸引力的方法,同时将生产者对闭环产品服务的责任延长。但是,在不同时期为工业设备提供灵活和智能恢复计划仍然是一项挑战。在本文中,我们调查了智能恢复决策问题。我们提出了一种基于产品条件监控的智能EOL管理的系统框架。在此恢复决策支持系统中提出了不同的产品级EOL业务策略和组件级恢复选项。然后,配制多目标优化模型以识别最佳匹配产品条件的年龄依赖恢复路线图,并满足业务目标。为了实现环境友好的恢复,我们的模型中的恢复利润和能量性能都经过优化。我们开展汽车装配线中使用的皮带升降机的案例研究。非主导的分类遗传算法II用于解决所提出的模型。数值实验验证了我们的模型,并提供了灵活的恢复业务的实用洞察。

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