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Automated Multi-Plant Scheduling of Ready-Mixed Concrete Trucks

机译:准备混合混凝土卡车自动化多工厂调度

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Ready-Mixed Concrete (RMC) is a perishable product; hence, specifications such as ASTM C94 recommend the delivery of RMC under 1.5 hours to ensure the quality. It is known that certain scheduling practices and driving behaviors lead to operational inefficiencies and poor-quality RMC. We propose a model to schedule RMC trucks while maximizing both the job coverage and profit, as well as meeting constraints such as ASTM C94 and continuous casting. The proposed solution consists of a rule checker and a scheduler. Rule checker enforces constraints such as deadlines, working hours, travel time. The scheduler uses simulated annealing to assign as many jobs as possible while maximizing the overall profit. We consider scenarios where trucks are attached to a given RMC plant, as well as allowed to move across plants as per the job requirements Using a workload derived from an actual RMC delivery company; we demonstrate that the proposed solution has good coverage of jobs while maximizing the overall profit. For example, compared to the manual job allocation, proposed solution increases the average job coverage and profit by 13% and 9%, respectively. When trucks are allowed to move across plants, job coverage and profit increase to 16% and 14%, respectively. By automatically adjusting the first unload time by a few 10s of minutes to reduce job conflicts we further enhanced above numbers by 21% and 13%, respectively.
机译:准备混合混凝土(RMC)是一种易腐产品;因此,诸如ASTM C94等规格建议在1.5小时内提供RMC以确保质量。众所周知,某些调度实践和驾驶行为导致运营低效率和劣质的RMC。我们提出了一个模型来安排RMC卡车,同时最大化工作覆盖范围和利润,以及ASTM C94等会议约束以及连续铸造。所提出的解决方案包括规则检查器和调度程序。规则检查器强制执行约束,工作时间,旅行时间。调度程序使用模拟退火来指定尽可能多的工作,同时最大化整体利润。我们考虑使用从实际RMC交付公司的工作量的工作要求将卡车连接到给定的RMC工厂的情况,以及允许在植物上移动植物;我们展示了拟议的解决方案良好的工作覆盖,同时最大化整体利润。例如,与手动作业分配相比,提出的解决方案分别增加了平均工作覆盖率和利润,分别为13 %和9 %。当允许卡车跨植物移动时,工作覆盖率和利润分别增加到16 %和14%。通过自动将第一个卸载时间调整为几分钟以减少作业冲突,我们将分别进一步增强了上面的数字21 %和13 %。

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