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Accuracy and Localization-Aware Rescheduling for Flexible Flow Shops in Industry 4.0

机译:工业4.0中灵活流水车间的准确度和本地化意识调度

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Industry 4.0 revolution aims to satisfy the manufacturing systems need to deal with the unexpected customers behaviour and market variation. Thanks to Internet of Things (IoT) technology, Industry 4.0 enables to collect and analyze real-time data about Cyber Physical System (CPS) components and hence to detect and react to emergent disruptive situations as quick as possible. In such context, tasks rescheduling becomes a crucial research topic, which aims to revise the initial schedule in cost-effective way. In this paper, we focus on system disruption related to resources unavailability of a resource, or when it is in an unexpected location. We propose a new tasks rescheduling module based on a reference schedule generated by an Initial Planning and Scheduling system (IPS). Our module considers the main schedule objective and aims to assign tasks to the nearest resources while improving the execution accuracy. To do so, we formulate an optimization problem of tasks rescheduling, before solving it using the meta-heuristic Tabu-search. The experimental results show the efficiency of our module to optimize the tasks rescheduling when considering both localization and accuracy information, in addition to the ability of Tabu-Search algorithm finding an optimal solution.
机译:工业4.0革命旨在满足制造系统处理意外客户行为和市场变化的需求。借助物联网(IoT)技术,工业4.0能够收集和分析有关网络物理系统(CPS)组件的实时数据,从而能够尽快检测到突发事件并对其做出反应。在这种情况下,重新安排任务成为至关重要的研究主题,其目的是以经济有效的方式修改初始计划。在本文中,我们将重点放在与资源的资源不可用或资源位于意外位置有关的系统破坏上。我们基于初始计划和计划系统(IPS)生成的参考计划表,提出了一个新的任务重新计划模块。我们的模块考虑了主要计划目标,旨在将任务分配给最近的资源,同时提高执行精度。为此,在使用元启发式禁忌搜索解决问题之前,我们提出了任务重新计划的优化问题。实验结果表明,除了禁忌搜索算法找到最佳解决方案的能力之外,我们的模块在考虑定位和准确性信息的同时,还可以优化重新计划任务的效率。

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