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Integrated production planning and warehouse storage assignment problem: An IoT assisted case

机译:综合生产计划和仓库存储分配问题:IOT协助案例

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摘要

This study is motivated by a real-world problem in a food company, where production planning is restricted by the available warehouse space for the finished goods. A novel integrated strategy that combines production planning with a randomized storage assignment policy is presented. The strategy takes advantage of greater visibility and traceability of items provided by IoT-enabled tracking systems in order to increase space utilization. An integer linear programming model is developed to formulate the strategy to minimize the total cost of production and warehouse operations. Our model is the first dynamic model for a randomized storage assignment policy. The model's feasibility, complexity, and its lower bound are presented. A heuristic algorithm is developed to obtain the near-optimal solution for the large-scale real-world problem. Based on numerical experiments, comparisons between our solutions and the solutions to model with a dedicated storage policy are also presented. The results show that the integrated strategy with a randomized storage policy can significantly reduce the total cost (up to 16.84% with an average of 9.95%) and increase space utilization (up to 26.1% with an average of 14.8%), compared to the strategy with a dedicated policy. Such results provide evidence that may justify the cost of applying the new technologies, such as IoT-enabled tracking systems, in warehouse management.
机译:本研究采用了食品公司的真实问题,生产规划受到成品可用仓库空间的限制。提出了一种与随机存储分配策略结合生产规划的新型集成策略。该策略利用了启用IOT的跟踪系统提供的项目的更高可见性和可追溯性,以提高空间利用率。开发了一个整数线性编程模型,以制定策略,以最大限度地减少生产和仓库运营总成本。我们的模型是随机存储分配策略的第一个动态模型。模型的可行性,复杂性及其下限。开发了一种启发式算法,以获得大规模现实问题的近最优解决方案。基于数值实验,还提出了我们的解决方案与具有专用存储策略的模型的解决方案的比较。结果表明,随机储存政策的综合战略可以显着降低总成本(平均为9.95%的总成本(高达16.84%),与此相比,增加空间利用率(平均高达26.1%),相比具有专用政策的策略。这些结果提供了可以证明应用新技术的成本,例如支持可爱的跟踪系统,仓库管理。

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